{"task_id": "task_blb_lit_motion_to_compel_discovery_responses_00", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06505 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1000. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-000-ANCHOR-505, 30 items at $49.30 each, aggregate exposure $1479.00, and a response date of 2026-10-16.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two requests were withdrawn by email after service. Accordingly you must do not seek relief on the withdrawn requests.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-000-EXH-001", "work_product_created__motions__BLB-LIT-000-MOT-002", "work_product_created__pleadings__BLB-LIT-000-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 0, "posture": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.", "complication": "Two requests were withdrawn by email after service.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-06505", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_00", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "A rolling production is due Friday and the log must be served with it.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07904 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1001. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-001-ANCHOR-504, 31 items at $49.29 each, aggregate exposure $1527.99, and a response date of 2026-10-15.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** An in-house counsel thread is business advice, not legal advice. Accordingly you must do not log the business thread as privileged.\n\nProduce `privilege-log.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-001-EXH-001", "work_product_created__discovery_requests__BLB-LIT-001-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 0, "posture": "A rolling production is due Friday and the log must be served with it.", "complication": "An in-house counsel thread is business advice, not legal advice.", "deliverable": "privilege-log.xlsx", "gate_phase": "screen", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-07904", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_00", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05851 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1002. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-002-ANCHOR-751, 41 items at $42.76 each, aggregate exposure $1753.16, and a response date of 2026-10-22.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic. **(gating step \u2014 do not proceed past this until it reconciles)**\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One noticed topic exceeds the pleaded claims. Accordingly you must object to the out-of-scope topic rather than preparing it.\n\nProduce `deposition-outline-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-002-EXH-001", "work_product_created__depositions__BLB-LIT-002-DEP-002", "work_product_created__motions__BLB-LIT-002-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 0, "posture": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.", "complication": "One noticed topic exceeds the pleaded claims.", "deliverable": "deposition-outline-and-proposed-order.docx", "gate_phase": "object", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-05851", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_00", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A demand letter arrived and the duty to preserve has attached.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04268 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1003. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-003-ANCHOR-268, 13 items at $40.93 each, aggregate exposure $532.09, and a response date of 2026-10-19.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One department's data auto-deletes in 30 days. Accordingly you must suspend the purge before it runs.\n\nProduce `litigation-hold-memorandum-with-implementation-steps.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-003-PAR-001", "work_product_created__pleadings__BLB-LIT-003-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 0, "posture": "A demand letter arrived and the duty to preserve has attached.", "complication": "One department's data auto-deletes in 30 days.", "deliverable": "litigation-hold-memorandum-with-implementation-steps.docx", "gate_phase": "conflicts", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-04268", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_00", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08959 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1004. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-004-ANCHOR-259, 31 items at $31.84 each, aggregate exposure $987.04, and a response date of 2026-10-10.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One cited declaration paragraph lacks personal knowledge. Accordingly you must object rather than dispute it on the merits.\n\nProduce `opposition-to-msj-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-004-EXH-001", "work_product_created__pleadings__BLB-LIT-004-PLE-002", "work_product_created__motions__BLB-LIT-004-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 0, "posture": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.", "complication": "One cited declaration paragraph lacks personal knowledge.", "deliverable": "opposition-to-msj-and-proposed-order.docx", "gate_phase": "object", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-08959", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_00", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A mediation is scheduled and the client must set authority beforehand.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06462 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1005. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-005-ANCHOR-362, 22 items at $20.87 each, aggregate exposure $459.14, and a response date of 2026-09-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** A related settlement carries a most-favored-nation clause. Accordingly you must do not recommend terms the MFN clause caps.\n\nProduce `settlement-authority-memorandum-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-005-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 0, "posture": "A mediation is scheduled and the client must set authority beforehand.", "complication": "A related settlement carries a most-favored-nation clause.", "deliverable": "settlement-authority-memorandum-with-appendix.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-06462", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_00", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel certified completeness and the certification must be tested.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05084 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1006. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-006-ANCHOR-284, 25 items at $35.09 each, aggregate exposure $877.25, and a response date of 2026-09-05.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A Bates gap is explained by a clawback notice. Accordingly you must do not report the clawback gap as a withholding.\n\nProduce `completeness-audit-variance-report.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-006-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 0, "posture": "Opposing counsel certified completeness and the certification must be tested.", "complication": "A Bates gap is explained by a clawback notice.", "deliverable": "completeness-audit-variance-report.xlsx", "gate_phase": "log", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-05084", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_00", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "A compel order was violated and sanctions are sought.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07080 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1007. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-007-ANCHOR-880, 16 items at $41.05 each, aggregate exposure $656.80, and a response date of 2026-09-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One missed deadline was covered by a stipulated extension. Accordingly you must do not base sanctions on the extended deadline.\n\nProduce `motion-for-sanctions-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-007-EXH-001", "work_product_created__motions__BLB-LIT-007-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 0, "posture": "A compel order was violated and sanctions are sought.", "complication": "One missed deadline was covered by a stipulated extension.", "deliverable": "motion-for-sanctions-with-exhibit-index.docx", "gate_phase": "prejudice", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-07080", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_00", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "Opposing expert reports were served and admissibility must be assessed.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05889 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1008. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-008-ANCHOR-389, 16 items at $57.14 each, aggregate exposure $914.24, and a response date of 2026-10-20.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One opinion is within the disclosed scope and adequately supported. Accordingly you must do not challenge the well-supported opinion.\n\nProduce `motion-in-limine-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-008-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 0, "posture": "Opposing expert reports were served and admissibility must be assessed.", "complication": "One opinion is within the disclosed scope and adequately supported.", "deliverable": "motion-in-limine-with-appendix.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-05889", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_00", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A chronology is needed for the pretrial statement.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06573 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1009. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-009-ANCHOR-173, 23 items at $21.98 each, aggregate exposure $505.54, and a response date of 2026-09-14.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two documents carry conflicting dates; the executed version controls. Accordingly you must do not date the chronology from the unsigned draft.\n\nProduce `case-chronology.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-009-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 0, "posture": "A chronology is needed for the pretrial statement.", "complication": "Two documents carry conflicting dates; the executed version controls.", "deliverable": "case-chronology.xlsx", "gate_phase": "testimony", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-06573", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_01", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06169 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1010. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-010-ANCHOR-269, 17 items at $31.94 each, aggregate exposure $542.98, and a response date of 2026-10-20.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One request was already resolved by a stipulated supplemental response. Accordingly you must do not re-litigate the resolved request.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-010-EXH-001", "work_product_created__motions__BLB-LIT-010-MOT-002", "work_product_created__pleadings__BLB-LIT-010-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 1, "posture": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.", "complication": "One request was already resolved by a stipulated supplemental response.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "requests", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-06169", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_01", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07090 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1011. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-011-ANCHOR-290, 35 items at $41.15 each, aggregate exposure $1440.25, and a response date of 2026-09-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One document was shared with a third-party consultant outside any common-interest agreement. Accordingly you must treat privilege as waived for that document.\n\nProduce `privilege-log.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-011-EXH-001", "work_product_created__discovery_requests__BLB-LIT-011-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 1, "posture": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.", "complication": "One document was shared with a third-party consultant outside any common-interest agreement.", "deliverable": "privilege-log.xlsx", "gate_phase": "classify", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-07090", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_01", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07136 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1012. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-012-ANCHOR-536, 31 items at $55.61 each, aggregate exposure $1723.91, and a response date of 2026-09-17.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One exhibit candidate was never produced and cannot be used. Accordingly you must do not mark the unproduced document.\n\nProduce `deposition-outline.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-012-EXH-001", "work_product_created__depositions__BLB-LIT-012-DEP-002", "work_product_created__motions__BLB-LIT-012-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 1, "posture": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.", "complication": "One exhibit candidate was never produced and cannot be used.", "deliverable": "deposition-outline.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-07136", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_01", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03586 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1013. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-013-ANCHOR-386, 14 items at $48.11 each, aggregate exposure $673.54, and a response date of 2026-10-17.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two custodians have left and their mailboxes are queued for deletion. Accordingly you must preserve the departed custodians' data.\n\nProduce `litigation-hold-memorandum-with-implementation-steps.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-013-PAR-001", "work_product_created__pleadings__BLB-LIT-013-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list 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litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 1, "posture": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.", "complication": "Two custodians have left and their mailboxes are queued for deletion.", "deliverable": "litigation-hold-memorandum-with-implementation-steps.docx", "gate_phase": "trigger", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-03586", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_01", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07205 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1014. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-014-ANCHOR-405, 47 items at $42.30 each, aggregate exposure $1988.10, and a response date of 2026-09-06.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One asserted fact is genuinely undisputed. Accordingly you must do not manufacture a dispute over it.\n\nProduce `opposition-to-msj-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", 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litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 1, "posture": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.", "complication": "One asserted fact is genuinely undisputed.", "deliverable": "opposition-to-msj-with-exhibit-index.docx", "gate_phase": "counter", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-07205", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_01", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05868 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1015. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-015-ANCHOR-168, 21 items at $42.93 each, aggregate exposure $901.53, and a response date of 2026-09-09.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The carrier reserved rights on the largest claim. Accordingly you must do not assume coverage for that claim.\n\nProduce `settlement-authority-memorandum-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", 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litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 1, "posture": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.", "complication": "The carrier reserved rights on the largest claim.", "deliverable": "settlement-authority-memorandum-with-appendix.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-05868", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_01", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "A third production volume arrived without a cover letter or load file.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07549 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1016. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-016-ANCHOR-749, 43 items at $45.74 each, aggregate exposure $1966.82, and a response date of 2026-10-20.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One volume was produced natively and has no Bates range. Accordingly you must do not treat the native volume as missing.\n\nProduce `completeness-audit-with-source-cites.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", 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litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 1, "posture": "A third production volume arrived without a cover letter or load file.", "complication": "One volume was produced natively and has no Bates range.", "deliverable": "completeness-audit-with-source-cites.xlsx", "gate_phase": "findings", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-07549", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_01", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06640 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1017. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-017-ANCHOR-940, 22 items at $50.65 each, aggregate exposure $1114.30, and a response date of 2026-09-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One deletion predates the preservation trigger. Accordingly you must do not allege spoliation for pre-trigger deletion.\n\nProduce `motion-for-sanctions-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-017-EXH-001", "work_product_created__motions__BLB-LIT-017-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 1, "posture": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.", "complication": "One deletion predates the preservation trigger.", "deliverable": "motion-for-sanctions-with-exhibit-index.docx", "gate_phase": "fees", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-06640", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_01", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "A supplemental report added a new opinion after the disclosure deadline.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02630 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1018. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-018-ANCHOR-430, 33 items at $24.55 each, aggregate exposure $810.15, and a response date of 2026-10-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The prior exclusion rested on a different methodology. Accordingly you must do not overstate the prior ruling's reach.\n\nProduce `motion-in-limine-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-018-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 1, "posture": "A supplemental report added a new opinion after the disclosure deadline.", "complication": "The prior exclusion rested on a different methodology.", "deliverable": "motion-in-limine-executive-summary.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-02630", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_01", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A statute-of-limitations defense turns on when the claim accrued.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04047 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1019. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-019-ANCHOR-147, 34 items at $24.72 each, aggregate exposure $840.48, and a response date of 2026-10-18.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One email timestamp is in a different time zone. Accordingly you must normalize before sequencing.\n\nProduce `case-chronology.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-019-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 1, "posture": "A statute-of-limitations defense turns on when the claim accrued.", "complication": "One email timestamp is in a different time zone.", "deliverable": "case-chronology.xlsx", "gate_phase": "conflicts", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-04047", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_02", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "Responses were served late, after the meet-and-confer deadline had already lapsed under the scheduling order.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04132 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1020. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-020-ANCHOR-732, 45 items at $39.57 each, aggregate exposure $1780.65, and a response date of 2026-10-03.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One request seeks material covered by the protective order's attorneys-eyes-only tier. Accordingly you must do not demand unrestricted production of AEO material.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-020-EXH-001", "work_product_created__motions__BLB-LIT-020-MOT-002", "work_product_created__pleadings__BLB-LIT-020-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 2, "posture": "Responses were served late, after the meet-and-confer deadline had already lapsed under the scheduling order.", "complication": "One request seeks material covered by the protective order's attorneys-eyes-only tier.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "responses", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-04132", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_02", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "A clawback was served after an inadvertent production and the log must be reconciled to it.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07225 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1021. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-021-ANCHOR-125, 46 items at $42.50 each, aggregate exposure $1955.00, and a response date of 2026-09-26.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A clawed-back document must not be re-logged as newly withheld. Accordingly you must do not double-count the clawed-back document.\n\nProduce `privilege-log-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-021-EXH-001", "work_product_created__discovery_requests__BLB-LIT-021-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 2, "posture": "A clawback was served after an inadvertent production and the log must be reconciled to it.", "complication": "A clawed-back document must not be re-logged as newly withheld.", "deliverable": "privilege-log-summary.docx", "gate_phase": "declassify", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-07225", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_02", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "The deposition was ordered to proceed on a compressed schedule after a discovery extension was denied.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04027 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1022. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-022-ANCHOR-227, 46 items at $52.52 each, aggregate exposure $2415.92, and a response date of 2026-09-08.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One topic duplicates a topic already covered in a prior session. Accordingly you must do not re-prepare the duplicated topic.\n\nProduce `deposition-outline.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-022-EXH-001", "work_product_created__depositions__BLB-LIT-022-DEP-002", "work_product_created__motions__BLB-LIT-022-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 2, "posture": "The deposition was ordered to proceed on a compressed schedule after a discovery extension was denied.", "complication": "One topic duplicates a topic already covered in a prior session.", "deliverable": "deposition-outline.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-04027", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_02", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A regulator opened an inquiry and the hold must cover both the inquiry and the parallel civil exposure.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04430 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1023. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-023-ANCHOR-630, 13 items at $56.55 each, aggregate exposure $735.15, and a response date of 2026-10-21.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One system is a third-party SaaS the company cannot unilaterally freeze. Accordingly you must route that system through the vendor rather than assuming control.\n\nProduce `litigation-hold-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-023-PAR-001", "work_product_created__pleadings__BLB-LIT-023-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 2, "posture": "A regulator opened an inquiry and the hold must cover both the inquiry and the parallel civil exposure.", "complication": "One system is a third-party SaaS the company cannot unilaterally freeze.", "deliverable": "litigation-hold-memorandum.docx", "gate_phase": "custodians", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-04430", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_02", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "The motion relies on a declaration served after the discovery cutoff.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03841 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1024. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-024-ANCHOR-441, 43 items at $36.66 each, aggregate exposure $1576.38, and a response date of 2026-10-12.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One record cite in the motion points to a document never produced. Accordingly you must challenge the cite rather than answering it.\n\nProduce `opposition-to-msj.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-024-EXH-001", "work_product_created__pleadings__BLB-LIT-024-PLE-002", "work_product_created__motions__BLB-LIT-024-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 2, "posture": "The motion relies on a declaration served after the discovery cutoff.", "complication": "One record cite in the motion points to a document never produced.", "deliverable": "opposition-to-msj.docx", "gate_phase": "brief", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-03841", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_02", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A global resolution across related matters is proposed and each matter needs an allocated number.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03722 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1025. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-025-ANCHOR-922, 14 items at $35.47 each, aggregate exposure $496.58, and a response date of 2026-10-13.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One claim is time-barred on the pleaded dates. Accordingly you must do not price the time-barred claim.\n\nProduce `settlement-authority-memorandum-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-025-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 2, "posture": "A global resolution across related matters is proposed and each matter needs an allocated number.", "complication": "One claim is time-barred on the pleaded dates.", "deliverable": "settlement-authority-memorandum-executive-summary.docx", "gate_phase": "claims", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-03722", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_02", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "The court ordered a completeness certification after a motion to compel was granted.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06666 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1026. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-026-ANCHOR-966, 34 items at $50.91 each, aggregate exposure $1730.94, and a response date of 2026-09-27.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One search term was agreed to be dropped by stipulation. Accordingly you must do not score the dropped term as a deficiency.\n\nProduce `completeness-audit.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-026-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 2, "posture": "The court ordered a completeness certification after a motion to compel was granted.", "complication": "One search term was agreed to be dropped by stipulation.", "deliverable": "completeness-audit.xlsx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-06666", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_02", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "A witness was instructed not to answer without a privilege basis.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04301 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1027. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-027-ANCHOR-801, 23 items at $55.26 each, aggregate exposure $1270.98, and a response date of 2026-10-12.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One instruction not to answer was a proper privilege assertion. Accordingly you must do not include the proper assertion.\n\nProduce `motion-for-sanctions.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-027-EXH-001", "work_product_created__motions__BLB-LIT-027-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 2, "posture": "A witness was instructed not to answer without a privilege basis.", "complication": "One instruction not to answer was a proper privilege assertion.", "deliverable": "motion-for-sanctions.docx", "gate_phase": "motion", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-04301", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_02", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "The expert's methodology was excluded in a prior matter on the same theory.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02965 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1028. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-028-ANCHOR-865, 18 items at $55.90 each, aggregate exposure $1006.20, and a response date of 2026-10-16.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One data set was produced late but was produced. Accordingly you must do not claim it was withheld.\n\nProduce `motion-in-limine.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", 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litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 2, "posture": "The expert's methodology was excluded in a prior matter on the same theory.", "complication": "One data set was produced late but was produced.", "deliverable": "motion-in-limine.docx", "gate_phase": "disclosure", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-02965", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_02", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "Witness preparation requires a sequenced account the witness can be walked through.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06774 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1029. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-029-ANCHOR-174, 16 items at $51.99 each, aggregate exposure $831.84, and a response date of 2026-09-15.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One invoice was back-dated relative to its transmittal. Accordingly you must sequence by transmittal, not by the face date.\n\nProduce `case-chronology-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-029-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> 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litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 2, "posture": "Witness preparation requires a sequenced account the witness can be walked through.", "complication": "One invoice was back-dated relative to its transmittal.", "deliverable": "case-chronology-executive-summary.docx", "gate_phase": "chronology", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-06774", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_03", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "The responding party answered the requests it liked and treated the rest as 'not reasonably calculated', a standard removed from the rule.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04270 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1030. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-030-ANCHOR-970, 37 items at $26.95 each, aggregate exposure $997.15, and a response date of 2026-10-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The scheduling order's discovery cutoff has passed for one category. Accordingly you must do not seek relief that the cutoff now bars.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-030-EXH-001", "work_product_created__motions__BLB-LIT-030-MOT-002", "work_product_created__pleadings__BLB-LIT-030-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 3, "posture": "The responding party answered the requests it liked and treated the rest as 'not reasonably calculated', a standard removed from the rule.", "complication": "The scheduling order's discovery cutoff has passed for one category.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "confer", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-04270", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_03", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "The court ordered in camera review of a sample and the log must support each sampled entry.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07135 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1031. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-031-ANCHOR-835, 36 items at $55.60 each, aggregate exposure $2001.60, and a response date of 2026-09-16.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One entry is a duplicate of a prior log entry under a different Bates number. Accordingly you must do not log the duplicate twice.\n\nProduce `privilege-log.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-031-EXH-001", "work_product_created__discovery_requests__BLB-LIT-031-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 3, "posture": "The court ordered in camera review of a sample and the log must support each sampled entry.", "complication": "One entry is a duplicate of a prior log entry under a different Bates number.", "deliverable": "privilege-log.xlsx", "gate_phase": "produce", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-07135", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_03", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "A prior 30(b)(6) session was cut short on a scope dispute and the continuation is limited to unanswered topics.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08481 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1032. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-032-ANCHOR-281, 40 items at $41.06 each, aggregate exposure $1642.40, and a response date of 2026-09-02.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One designee has no personal knowledge of the assigned topic. Accordingly you must reassign rather than prepare that pairing.\n\nProduce `deposition-outline.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-032-EXH-001", "work_product_created__depositions__BLB-LIT-032-DEP-002", "work_product_created__motions__BLB-LIT-032-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 3, "posture": "A prior 30(b)(6) session was cut short on a scope dispute and the continuation is limited to unanswered topics.", "complication": "One designee has no personal knowledge of the assigned topic.", "deliverable": "deposition-outline.docx", "gate_phase": "notice", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-08481", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_03", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A hold issued a year ago must be re-scoped after two custodians left the company.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08014 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1033. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-033-ANCHOR-414, 11 items at $36.39 each, aggregate exposure $400.29, and a response date of 2026-09-15.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One custodian is outside the jurisdiction and subject to different privacy rules. Accordingly you must do not issue an unqualified hold to that custodian.\n\nProduce `litigation-hold-memorandum-with-implementation-steps.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-033-PAR-001", "work_product_created__pleadings__BLB-LIT-033-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 3, "posture": "A hold issued a year ago must be re-scoped after two custodians left the company.", "complication": "One custodian is outside the jurisdiction and subject to different privacy rules.", "deliverable": "litigation-hold-memorandum-with-implementation-steps.docx", "gate_phase": "systems", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-08014", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_03", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "A cross-motion is contemplated and the opposition must preserve the affirmative record.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05002 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1034. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-034-ANCHOR-502, 12 items at $34.27 each, aggregate exposure $411.24, and a response date of 2026-10-13.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One fact is disputed only by inadmissible hearsay. Accordingly you must do not rest the opposition on that evidence.\n\nProduce `opposition-to-msj.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", 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litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 3, "posture": "A cross-motion is contemplated and the opposition must preserve the affirmative record.", "complication": "One fact is disputed only by inadmissible hearsay.", "deliverable": "opposition-to-msj.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-05002", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_03", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "The carrier demanded a demand-side valuation before it will fund any settlement.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07544 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1035. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-035-ANCHOR-944, 17 items at $59.69 each, aggregate exposure $1014.73, and a response date of 2026-09-05.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A fee-shifting provision runs only one way. Accordingly you must do not net fees symmetrically.\n\nProduce `settlement-authority-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-035-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 3, "posture": "The carrier demanded a demand-side valuation before it will fund any settlement.", "complication": "A fee-shifting provision runs only one way.", "deliverable": "settlement-authority-memorandum.docx", "gate_phase": "comparables", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-07544", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_03", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "A whistleblower asserts documents exist that were never produced.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08672 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1036. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-036-ANCHOR-272, 20 items at $28.97 each, aggregate exposure $579.40, and a response date of 2026-10-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One hit-count discrepancy reflects de-duplication. Accordingly you must do not report de-duplication as suppression.\n\nProduce `completeness-audit-variance-report.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-036-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 3, "posture": "A whistleblower asserts documents exist that were never produced.", "complication": "One hit-count discrepancy reflects de-duplication.", "deliverable": "completeness-audit-variance-report.xlsx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-08672", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_03", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "The same deficiency recurred after the court's prior warning.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05072 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1037. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-037-ANCHOR-272, 35 items at $34.97 each, aggregate exposure $1223.95, and a response date of 2026-10-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One violation was cured within the safe-harbor window. Accordingly you must do not seek sanctions for the cured violation.\n\nProduce `motion-for-sanctions.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-037-EXH-001", "work_product_created__motions__BLB-LIT-037-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 3, "posture": "The same deficiency recurred after the court's prior warning.", "complication": "One violation was cured within the safe-harbor window.", "deliverable": "motion-for-sanctions.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-05072", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_03", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "The report relies on data the expert has refused to produce.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03746 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1038. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-038-ANCHOR-546, 21 items at $49.71 each, aggregate exposure $1043.91, and a response date of 2026-09-27.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One opinion is a permissible rebuttal, not a new affirmative opinion. Accordingly you must do not treat the rebuttal as untimely.\n\nProduce `motion-in-limine-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-038-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 3, "posture": "The report relies on data the expert has refused to produce.", "complication": "One opinion is a permissible rebuttal, not a new affirmative opinion.", "deliverable": "motion-in-limine-executive-summary.docx", "gate_phase": "qualify", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-03746", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_03", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "The court requested an agreed chronology and the parties' drafts conflict.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04542 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1039. This work was requested by co-counsel, who is carrying the parallel matter and needs consistency.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-039-ANCHOR-842, 42 items at $43.67 each, aggregate exposure $1834.14, and a response date of 2026-09-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One entry rests only on recollection with no document. Accordingly you must mark it as unsupported rather than asserting it.\n\nProduce `case-chronology-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-039-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 3, "posture": "The court requested an agreed chronology and the parties' drafts conflict.", "complication": "One entry rests only on recollection with no document.", "deliverable": "case-chronology-executive-summary.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-04542", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_04", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02201 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1040. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-040-ANCHOR-101, 39 items at $48.26 each, aggregate exposure $1882.14, and a response date of 2026-09-02.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One request was already resolved by a stipulated supplemental response. Accordingly you must do not re-litigate the resolved request.\n\nProduce `motion-to-compel-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-040-EXH-001", "work_product_created__motions__BLB-LIT-040-MOT-002", "work_product_created__pleadings__BLB-LIT-040-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 4, "posture": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.", "complication": "One request was already resolved by a stipulated supplemental response.", "deliverable": "motion-to-compel-and-proposed-order.docx", "gate_phase": "deficiency", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-02201", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_04", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "A rolling production is due Friday and the log must be served with it.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08565 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1041. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-041-ANCHOR-865, 30 items at $55.90 each, aggregate exposure $1677.00, and a response date of 2026-10-16.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One document was shared with a third-party consultant outside any common-interest agreement. Accordingly you must treat privilege as waived for that document.\n\nProduce `privilege-log.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-041-EXH-001", "work_product_created__discovery_requests__BLB-LIT-041-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 4, "posture": "A rolling production is due Friday and the log must be served with it.", "complication": "One document was shared with a third-party consultant outside any common-interest agreement.", "deliverable": "privilege-log.xlsx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-08565", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_04", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02647 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1042. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-042-ANCHOR-347, 11 items at $38.72 each, aggregate exposure $425.92, and a response date of 2026-09-08.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One exhibit candidate was never produced and cannot be used. Accordingly you must do not mark the unproduced document.\n\nProduce `deposition-outline-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-042-EXH-001", "work_product_created__depositions__BLB-LIT-042-DEP-002", "work_product_created__motions__BLB-LIT-042-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 4, "posture": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.", "complication": "One exhibit candidate was never produced and cannot be used.", "deliverable": "deposition-outline-and-proposed-order.docx", "gate_phase": "scope", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-02647", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_04", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A demand letter arrived and the duty to preserve has attached.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04257 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1043. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-043-ANCHOR-657, 18 items at $26.82 each, aggregate exposure $482.76, and a response date of 2026-09-18.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two custodians have left and their mailboxes are queued for deletion. Accordingly you must preserve the departed custodians' data.\n\nProduce `litigation-hold-memorandum-client-ready.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", 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"litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list 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litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 4, "posture": "A demand letter arrived and the duty to preserve has attached.", "complication": "Two custodians have left and their mailboxes are queued for deletion.", "deliverable": "litigation-hold-memorandum-client-ready.docx", "gate_phase": "suspend", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-04257", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_04", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05659 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1044. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-044-ANCHOR-359, 31 items at $26.84 each, aggregate exposure $832.04, and a response date of 2026-09-20.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One asserted fact is genuinely undisputed. Accordingly you must do not manufacture a dispute over it.\n\nProduce `opposition-to-msj.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", 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litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 4, "posture": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.", "complication": "One asserted fact is genuinely undisputed.", "deliverable": "opposition-to-msj.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-05659", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_04", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A mediation is scheduled and the client must set authority beforehand.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04031 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1045. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-045-ANCHOR-931, 17 items at $38.56 each, aggregate exposure $655.52, and a response date of 2026-10-22.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The carrier reserved rights on the largest claim. Accordingly you must do not assume coverage for that claim.\n\nProduce `settlement-authority-memorandum-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-045-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 4, "posture": "A mediation is scheduled and the client must set authority beforehand.", "complication": "The carrier reserved rights on the largest claim.", "deliverable": "settlement-authority-memorandum-with-appendix.docx", "gate_phase": "constraints", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-04031", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_04", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel certified completeness and the certification must be tested.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05172 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1046. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-046-ANCHOR-972, 36 items at $35.97 each, aggregate exposure $1294.92, and a response date of 2026-10-03.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One volume was produced natively and has no Bates range. Accordingly you must do not treat the native volume as missing.\n\nProduce `completeness-audit-with-source-cites.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", 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litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 4, "posture": "Opposing counsel certified completeness and the certification must be tested.", "complication": "One volume was produced natively and has no Bates range.", "deliverable": "completeness-audit-with-source-cites.xlsx", "gate_phase": "requests", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-05172", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_04", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "A compel order was violated and sanctions are sought.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05707 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1047. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-047-ANCHOR-807, 17 items at $55.32 each, aggregate exposure $940.44, and a response date of 2026-10-18.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One deletion predates the preservation trigger. Accordingly you must do not allege spoliation for pre-trigger deletion.\n\nProduce `motion-for-sanctions-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-047-EXH-001", "work_product_created__motions__BLB-LIT-047-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> 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litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 4, "posture": "A compel order was violated and sanctions are sought.", "complication": "One deletion predates the preservation trigger.", "deliverable": "motion-for-sanctions-with-exhibit-index.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-05707", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_04", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "Opposing expert reports were served and admissibility must be assessed.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08388 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1048. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-048-ANCHOR-488, 20 items at $40.13 each, aggregate exposure $802.60, and a response date of 2026-09-29.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The prior exclusion rested on a different methodology. Accordingly you must do not overstate the prior ruling's reach.\n\nProduce `motion-in-limine-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-048-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 4, "posture": "Opposing expert reports were served and admissibility must be assessed.", "complication": "The prior exclusion rested on a different methodology.", "deliverable": "motion-in-limine-with-appendix.docx", "gate_phase": "reliance", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-08388", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_04", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A chronology is needed for the pretrial statement.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07637 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1049. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-049-ANCHOR-437, 31 items at $18.62 each, aggregate exposure $577.22, and a response date of 2026-10-08.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One email timestamp is in a different time zone. Accordingly you must normalize before sequencing.\n\nProduce `case-chronology-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-049-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 4, "posture": "A chronology is needed for the pretrial statement.", "complication": "One email timestamp is in a different time zone.", "deliverable": "case-chronology-with-appendix.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-07637", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_05", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06375 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1050. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-050-ANCHOR-475, 28 items at $34.00 each, aggregate exposure $952.00, and a response date of 2026-09-16.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One request seeks material covered by the protective order's attorneys-eyes-only tier. Accordingly you must do not demand unrestricted production of AEO material.\n\nProduce `motion-to-compel-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-050-EXH-001", "work_product_created__motions__BLB-LIT-050-MOT-002", "work_product_created__pleadings__BLB-LIT-050-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 5, "posture": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.", "complication": "One request seeks material covered by the protective order's attorneys-eyes-only tier.", "deliverable": "motion-to-compel-and-proposed-order.docx", "gate_phase": "authority", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-06375", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_05", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05852 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1051. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-051-ANCHOR-652, 33 items at $56.77 each, aggregate exposure $1873.41, and a response date of 2026-09-13.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A clawed-back document must not be re-logged as newly withheld. Accordingly you must do not double-count the clawed-back document.\n\nProduce `privilege-log-with-reviewer-notes.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-051-EXH-001", "work_product_created__discovery_requests__BLB-LIT-051-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 5, "posture": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.", "complication": "A clawed-back document must not be re-logged as newly withheld.", "deliverable": "privilege-log-with-reviewer-notes.xlsx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-05852", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_05", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06836 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1052. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-052-ANCHOR-936, 19 items at $38.61 each, aggregate exposure $733.59, and a response date of 2026-10-27.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One topic duplicates a topic already covered in a prior session. Accordingly you must do not re-prepare the duplicated topic.\n\nProduce `deposition-outline-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-052-EXH-001", "work_product_created__depositions__BLB-LIT-052-DEP-002", "work_product_created__motions__BLB-LIT-052-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 5, "posture": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.", "complication": "One topic duplicates a topic already covered in a prior session.", "deliverable": "deposition-outline-and-proposed-order.docx", "gate_phase": "designee", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-06836", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_05", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06120 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1053. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-053-ANCHOR-920, 23 items at $59.45 each, aggregate exposure $1367.35, and a response date of 2026-10-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One system is a third-party SaaS the company cannot unilaterally freeze. Accordingly you must route that system through the vendor rather than assuming control.\n\nProduce `litigation-hold-memorandum-with-implementation-steps.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-053-PAR-001", "work_product_created__pleadings__BLB-LIT-053-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 5, "posture": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.", "complication": "One system is a third-party SaaS the company cannot unilaterally freeze.", "deliverable": "litigation-hold-memorandum-with-implementation-steps.docx", "gate_phase": "notice", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-06120", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_05", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03356 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1054. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-054-ANCHOR-856, 16 items at $31.81 each, aggregate exposure $508.96, and a response date of 2026-10-07.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One record cite in the motion points to a document never produced. Accordingly you must challenge the cite rather than answering it.\n\nProduce `opposition-to-msj-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-054-EXH-001", "work_product_created__pleadings__BLB-LIT-054-PLE-002", "work_product_created__motions__BLB-LIT-054-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 5, "posture": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.", "complication": "One record cite in the motion points to a document never produced.", "deliverable": "opposition-to-msj-with-exhibit-index.docx", "gate_phase": "motion", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-03356", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_05", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05744 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1055. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-055-ANCHOR-944, 18 items at $41.69 each, aggregate exposure $750.42, and a response date of 2026-09-05.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One claim is time-barred on the pleaded dates. Accordingly you must do not price the time-barred claim.\n\nProduce `settlement-authority-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-055-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 5, "posture": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.", "complication": "One claim is time-barred on the pleaded dates.", "deliverable": "settlement-authority-memorandum.docx", "gate_phase": "coverage", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-05744", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_05", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "A third production volume arrived without a cover letter or load file.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06792 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1056. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-056-ANCHOR-392, 35 items at $24.17 each, aggregate exposure $845.95, and a response date of 2026-10-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One search term was agreed to be dropped by stipulation. Accordingly you must do not score the dropped term as a deficiency.\n\nProduce `completeness-audit.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-056-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 5, "posture": "A third production volume arrived without a cover letter or load file.", "complication": "One search term was agreed to be dropped by stipulation.", "deliverable": "completeness-audit.xlsx", "gate_phase": "produced", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-06792", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_05", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07190 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1057. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-057-ANCHOR-890, 32 items at $56.15 each, aggregate exposure $1796.80, and a response date of 2026-09-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One instruction not to answer was a proper privilege assertion. Accordingly you must do not include the proper assertion.\n\nProduce `motion-for-sanctions-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-057-EXH-001", "work_product_created__motions__BLB-LIT-057-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 5, "posture": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.", "complication": "One instruction not to answer was a proper privilege assertion.", "deliverable": "motion-for-sanctions-and-proposed-order.docx", "gate_phase": "order", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-07190", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_05", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "A supplemental report added a new opinion after the disclosure deadline.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04693 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1058. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-058-ANCHOR-593, 18 items at $59.18 each, aggregate exposure $1065.24, and a response date of 2026-09-14.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One data set was produced late but was produced. Accordingly you must do not claim it was withheld.\n\nProduce `motion-in-limine-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-058-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 5, "posture": "A supplemental report added a new opinion after the disclosure deadline.", "complication": "One data set was produced late but was produced.", "deliverable": "motion-in-limine-executive-summary.docx", "gate_phase": "priors", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-04693", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_05", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A statute-of-limitations defense turns on when the claim accrued.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02710 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1059. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-059-ANCHOR-510, 38 items at $25.35 each, aggregate exposure $963.30, and a response date of 2026-10-21.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One invoice was back-dated relative to its transmittal. Accordingly you must sequence by transmittal, not by the face date.\n\nProduce `case-chronology.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-059-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 5, "posture": "A statute-of-limitations defense turns on when the claim accrued.", "complication": "One invoice was back-dated relative to its transmittal.", "deliverable": "case-chronology.xlsx", "gate_phase": "pleadings", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-02710", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_06", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "Responses were served late, after the meet-and-confer deadline had already lapsed under the scheduling order.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03754 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1060. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-060-ANCHOR-854, 24 items at $49.79 each, aggregate exposure $1194.96, and a response date of 2026-10-05.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The scheduling order's discovery cutoff has passed for one category. Accordingly you must do not seek relief that the cutoff now bars.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-060-EXH-001", "work_product_created__motions__BLB-LIT-060-MOT-002", "work_product_created__pleadings__BLB-LIT-060-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 6, "posture": "Responses were served late, after the meet-and-confer deadline had already lapsed under the scheduling order.", "complication": "The scheduling order's discovery cutoff has passed for one category.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "draft", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-03754", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_06", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "A clawback was served after an inadvertent production and the log must be reconciled to it.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06449 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1061. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-061-ANCHOR-749, 35 items at $48.74 each, aggregate exposure $1705.90, and a response date of 2026-10-20.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One entry is a duplicate of a prior log entry under a different Bates number. Accordingly you must do not log the duplicate twice.\n\nProduce `privilege-log-with-reviewer-notes.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-061-EXH-001", "work_product_created__discovery_requests__BLB-LIT-061-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 6, "posture": "A clawback was served after an inadvertent production and the log must be reconciled to it.", "complication": "One entry is a duplicate of a prior log entry under a different Bates number.", "deliverable": "privilege-log-with-reviewer-notes.xlsx", "gate_phase": "custodians", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-06449", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_06", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "The deposition was ordered to proceed on a compressed schedule after a discovery extension was denied.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06366 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1062. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-062-ANCHOR-366, 35 items at $47.91 each, aggregate exposure $1676.85, and a response date of 2026-09-27.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One designee has no personal knowledge of the assigned topic. Accordingly you must reassign rather than prepare that pairing.\n\nProduce `deposition-outline.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-062-EXH-001", "work_product_created__depositions__BLB-LIT-062-DEP-002", "work_product_created__motions__BLB-LIT-062-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 6, "posture": "The deposition was ordered to proceed on a compressed schedule after a discovery extension was denied.", "complication": "One designee has no personal knowledge of the assigned topic.", "deliverable": "deposition-outline.docx", "gate_phase": "priors", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-06366", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_06", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A regulator opened an inquiry and the hold must cover both the inquiry and the parallel civil exposure.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05130 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1063. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-063-ANCHOR-530, 22 items at $49.55 each, aggregate exposure $1090.10, and a response date of 2026-09-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One custodian is outside the jurisdiction and subject to different privacy rules. Accordingly you must do not issue an unqualified hold to that custodian.\n\nProduce `litigation-hold-memorandum-client-ready.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-063-PAR-001", "work_product_created__pleadings__BLB-LIT-063-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 6, "posture": "A regulator opened an inquiry and the hold must cover both the inquiry and the parallel civil exposure.", "complication": "One custodian is outside the jurisdiction and subject to different privacy rules.", "deliverable": "litigation-hold-memorandum-client-ready.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-05130", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_06", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "The motion relies on a declaration served after the discovery cutoff.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05743 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1064. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-064-ANCHOR-343, 35 items at $41.68 each, aggregate exposure $1458.80, and a response date of 2026-09-04.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One fact is disputed only by inadmissible hearsay. Accordingly you must do not rest the opposition on that evidence.\n\nProduce `opposition-to-msj.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-064-EXH-001", "work_product_created__pleadings__BLB-LIT-064-PLE-002", "work_product_created__motions__BLB-LIT-064-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 6, "posture": "The motion relies on a declaration served after the discovery cutoff.", "complication": "One fact is disputed only by inadmissible hearsay.", "deliverable": "opposition-to-msj.docx", "gate_phase": "facts", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-05743", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_06", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A global resolution across related matters is proposed and each matter needs an allocated number.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03224 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1065. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-065-ANCHOR-524, 39 items at $58.49 each, aggregate exposure $2281.11, and a response date of 2026-09-05.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A fee-shifting provision runs only one way. Accordingly you must do not net fees symmetrically.\n\nProduce `settlement-authority-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-065-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 6, "posture": "A global resolution across related matters is proposed and each matter needs an allocated number.", "complication": "A fee-shifting provision runs only one way.", "deliverable": "settlement-authority-memorandum.docx", "gate_phase": "range", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-03224", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_06", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "The court ordered a completeness certification after a motion to compel was granted.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04663 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1066. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-066-ANCHOR-563, 47 items at $58.88 each, aggregate exposure $2767.36, and a response date of 2026-10-14.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One hit-count discrepancy reflects de-duplication. Accordingly you must do not report de-duplication as suppression.\n\nProduce `completeness-audit.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-066-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 6, "posture": "The court ordered a completeness certification after a motion to compel was granted.", "complication": "One hit-count discrepancy reflects de-duplication.", "deliverable": "completeness-audit.xlsx", "gate_phase": "gaps", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-04663", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_06", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "A witness was instructed not to answer without a privilege basis.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08354 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1067. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-067-ANCHOR-354, 25 items at $53.79 each, aggregate exposure $1344.75, and a response date of 2026-09-15.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One violation was cured within the safe-harbor window. Accordingly you must do not seek sanctions for the cured violation.\n\nProduce `motion-for-sanctions.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-067-EXH-001", "work_product_created__motions__BLB-LIT-067-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 6, "posture": "A witness was instructed not to answer without a privilege basis.", "complication": "One violation was cured within the safe-harbor window.", "deliverable": "motion-for-sanctions.docx", "gate_phase": "timeline", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-08354", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_06", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "The expert's methodology was excluded in a prior matter on the same theory.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02480 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1068. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-068-ANCHOR-280, 38 items at $23.05 each, aggregate exposure $875.90, and a response date of 2026-09-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One opinion is a permissible rebuttal, not a new affirmative opinion. Accordingly you must do not treat the rebuttal as untimely.\n\nProduce `motion-in-limine-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-068-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 6, "posture": "The expert's methodology was excluded in a prior matter on the same theory.", "complication": "One opinion is a permissible rebuttal, not a new affirmative opinion.", "deliverable": "motion-in-limine-with-appendix.docx", "gate_phase": "scope", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-02480", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_06", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "Witness preparation requires a sequenced account the witness can be walked through.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08161 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1069. This work was requested by the supervising partner, who will sign the filing and wants every assertion sourced.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-069-ANCHOR-561, 47 items at $37.86 each, aggregate exposure $1779.42, and a response date of 2026-10-12.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One entry rests only on recollection with no document. Accordingly you must mark it as unsupported rather than asserting it.\n\nProduce `case-chronology-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-069-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 6, "posture": "Witness preparation requires a sequenced account the witness can be walked through.", "complication": "One entry rests only on recollection with no document.", "deliverable": "case-chronology-with-appendix.docx", "gate_phase": "instruments", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-08161", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_07", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "The responding party answered the requests it liked and treated the rest as 'not reasonably calculated', a standard removed from the rule.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07507 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1070. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-070-ANCHOR-907, 35 items at $59.32 each, aggregate exposure $2076.20, and a response date of 2026-09-28.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline. **(gating step \u2014 do not proceed past this until it reconciles)**\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two requests were withdrawn by email after service. Accordingly you must do not seek relief on the withdrawn requests.\n\nProduce `motion-to-compel-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-070-EXH-001", "work_product_created__motions__BLB-LIT-070-MOT-002", "work_product_created__pleadings__BLB-LIT-070-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 7, "posture": "The responding party answered the requests it liked and treated the rest as 'not reasonably calculated', a standard removed from the rule.", "complication": "Two requests were withdrawn by email after service.", "deliverable": "motion-to-compel-with-exhibit-index.docx", "gate_phase": "serve", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-07507", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_07", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "The court ordered in camera review of a sample and the log must support each sampled entry.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04363 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1071. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-071-ANCHOR-363, 45 items at $41.88 each, aggregate exposure $1884.60, and a response date of 2026-09-24.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** An in-house counsel thread is business advice, not legal advice. Accordingly you must do not log the business thread as privileged.\n\nProduce `privilege-log-with-reviewer-notes.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-071-EXH-001", "work_product_created__discovery_requests__BLB-LIT-071-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 7, "posture": "The court ordered in camera review of a sample and the log must support each sampled entry.", "complication": "An in-house counsel thread is business advice, not legal advice.", "deliverable": "privilege-log-with-reviewer-notes.xlsx", "gate_phase": "collection", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-04363", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_07", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "A prior 30(b)(6) session was cut short on a scope dispute and the continuation is limited to unanswered topics.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05900 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1072. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-072-ANCHOR-200, 12 items at $43.25 each, aggregate exposure $519.00, and a response date of 2026-10-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One noticed topic exceeds the pleaded claims. Accordingly you must object to the out-of-scope topic rather than preparing it.\n\nProduce `deposition-outline-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-072-EXH-001", "work_product_created__depositions__BLB-LIT-072-DEP-002", "work_product_created__motions__BLB-LIT-072-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 7, "posture": "A prior 30(b)(6) session was cut short on a scope dispute and the continuation is limited to unanswered topics.", "complication": "One noticed topic exceeds the pleaded claims.", "deliverable": "deposition-outline-and-proposed-order.docx", "gate_phase": "exhibits", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-05900", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_07", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A hold issued a year ago must be re-scoped after two custodians left the company.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08539 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1073. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-073-ANCHOR-939, 32 items at $41.64 each, aggregate exposure $1332.48, and a response date of 2026-10-30.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One department's data auto-deletes in 30 days. Accordingly you must suspend the purge before it runs.\n\nProduce `litigation-hold-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-073-PAR-001", "work_product_created__pleadings__BLB-LIT-073-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 7, "posture": "A hold issued a year ago must be re-scoped after two custodians left the company.", "complication": "One department's data auto-deletes in 30 days.", "deliverable": "litigation-hold-memorandum.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-08539", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_07", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "A cross-motion is contemplated and the opposition must preserve the affirmative record.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04766 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1074. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-074-ANCHOR-566, 37 items at $31.91 each, aggregate exposure $1180.67, and a response date of 2026-10-17.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One cited declaration paragraph lacks personal knowledge. Accordingly you must object rather than dispute it on the merits.\n\nProduce `opposition-to-msj.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-074-EXH-001", "work_product_created__pleadings__BLB-LIT-074-PLE-002", "work_product_created__motions__BLB-LIT-074-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 7, "posture": "A cross-motion is contemplated and the opposition must preserve the affirmative record.", "complication": "One cited declaration paragraph lacks personal knowledge.", "deliverable": "opposition-to-msj.docx", "gate_phase": "testimony", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-04766", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_07", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "The carrier demanded a demand-side valuation before it will fund any settlement.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03094 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1075. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-075-ANCHOR-594, 35 items at $29.19 each, aggregate exposure $1021.65, and a response date of 2026-09-15.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** A related settlement carries a most-favored-nation clause. Accordingly you must do not recommend terms the MFN clause caps.\n\nProduce `settlement-authority-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-075-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 7, "posture": "The carrier demanded a demand-side valuation before it will fund any settlement.", "complication": "A related settlement carries a most-favored-nation clause.", "deliverable": "settlement-authority-memorandum.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-03094", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_07", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "A whistleblower asserts documents exist that were never produced.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02270 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1076. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-076-ANCHOR-170, 11 items at $48.95 each, aggregate exposure $538.45, and a response date of 2026-09-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A Bates gap is explained by a clawback notice. Accordingly you must do not report the clawback gap as a withholding.\n\nProduce `completeness-audit.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-076-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 7, "posture": "A whistleblower asserts documents exist that were never produced.", "complication": "A Bates gap is explained by a clawback notice.", "deliverable": "completeness-audit.xlsx", "gate_phase": "clawback", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-02270", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_07", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "The same deficiency recurred after the court's prior warning.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06908 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1077. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-077-ANCHOR-508, 25 items at $25.33 each, aggregate exposure $633.25, and a response date of 2026-10-19.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One missed deadline was covered by a stipulated extension. Accordingly you must do not base sanctions on the extended deadline.\n\nProduce `motion-for-sanctions-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-077-EXH-001", "work_product_created__motions__BLB-LIT-077-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 7, "posture": "The same deficiency recurred after the court's prior warning.", "complication": "One missed deadline was covered by a stipulated extension.", "deliverable": "motion-for-sanctions-with-exhibit-index.docx", "gate_phase": "extension", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-06908", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_07", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "The report relies on data the expert has refused to produce.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08277 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1078. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-078-ANCHOR-577, 42 items at $53.02 each, aggregate exposure $2226.84, and a response date of 2026-10-28.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One opinion is within the disclosed scope and adequately supported. Accordingly you must do not challenge the well-supported opinion.\n\nProduce `motion-in-limine.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-078-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 7, "posture": "The report relies on data the expert has refused to produce.", "complication": "One opinion is within the disclosed scope and adequately supported.", "deliverable": "motion-in-limine.docx", "gate_phase": "motion", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-08277", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_07", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "The court requested an agreed chronology and the parties' drafts conflict.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04123 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1079. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-079-ANCHOR-523, 36 items at $25.48 each, aggregate exposure $917.28, and a response date of 2026-09-04.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** Two documents carry conflicting dates; the executed version controls. Accordingly you must do not date the chronology from the unsigned draft.\n\nProduce `case-chronology-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-079-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 7, "posture": "The court requested an agreed chronology and the parties' drafts conflict.", "complication": "Two documents carry conflicting dates; the executed version controls.", "deliverable": "case-chronology-executive-summary.docx", "gate_phase": "correspondence", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-04123", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_08", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02069 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1080. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-080-ANCHOR-969, 20 items at $32.94 each, aggregate exposure $658.80, and a response date of 2026-09-30.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One request seeks material covered by the protective order's attorneys-eyes-only tier. Accordingly you must do not demand unrestricted production of AEO material.\n\nProduce `motion-to-compel-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-080-EXH-001", "work_product_created__motions__BLB-LIT-080-MOT-002", "work_product_created__pleadings__BLB-LIT-080-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 8, "posture": "Responses arrived on the deadline but every answer rests on boilerplate objections without a privilege log.", "complication": "One request seeks material covered by the protective order's attorneys-eyes-only tier.", "deliverable": "motion-to-compel-and-proposed-order.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-02069", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_08", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "A rolling production is due Friday and the log must be served with it.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03462 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1081. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-081-ANCHOR-162, 47 items at $18.87 each, aggregate exposure $886.89, and a response date of 2026-09-03.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope. **(gating step \u2014 do not proceed past this until it reconciles)**\n5. **Classify and log.** Log each withheld document with basis and date.\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A clawed-back document must not be re-logged as newly withheld. Accordingly you must do not double-count the clawed-back document.\n\nProduce `privilege-log-with-reviewer-notes.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-081-EXH-001", "work_product_created__discovery_requests__BLB-LIT-081-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 8, "posture": "A rolling production is due Friday and the log must be served with it.", "complication": "A clawed-back document must not be re-logged as newly withheld.", "deliverable": "privilege-log-with-reviewer-notes.xlsx", "gate_phase": "screen", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-03462", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_08", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07413 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1082. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-082-ANCHOR-713, 35 items at $30.38 each, aggregate exposure $1063.30, and a response date of 2026-09-14.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One topic duplicates a topic already covered in a prior session. Accordingly you must do not re-prepare the duplicated topic.\n\nProduce `deposition-outline.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-082-EXH-001", "work_product_created__depositions__BLB-LIT-082-DEP-002", "work_product_created__motions__BLB-LIT-082-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 8, "posture": "A 30(b)(6) deposition is noticed and the outline plus exhibits are due to the client for review.", "complication": "One topic duplicates a topic already covered in a prior session.", "deliverable": "deposition-outline.docx", "gate_phase": "outline", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-07413", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_08", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "A demand letter arrived and the duty to preserve has attached.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02540 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1083. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-083-ANCHOR-940, 17 items at $23.65 each, aggregate exposure $402.05, and a response date of 2026-09-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Fix the trigger date.** Establish when the duty to preserve attached.\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One system is a third-party SaaS the company cannot unilaterally freeze. Accordingly you must route that system through the vendor rather than assuming control.\n\nProduce `litigation-hold-memorandum-with-implementation-steps.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-083-PAR-001", "work_product_created__pleadings__BLB-LIT-083-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 8, "posture": "A demand letter arrived and the duty to preserve has attached.", "complication": "One system is a third-party SaaS the company cannot unilaterally freeze.", "deliverable": "litigation-hold-memorandum-with-implementation-steps.docx", "gate_phase": "conflicts", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-02540", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_08", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03981 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1084. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-084-ANCHOR-381, 12 items at $24.06 each, aggregate exposure $288.72, and a response date of 2026-10-12.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Build the counter-statement.** File the counter-statement with record cites.\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One record cite in the motion points to a document never produced. Accordingly you must challenge the cite rather than answering it.\n\nProduce `opposition-to-msj-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-084-EXH-001", "work_product_created__pleadings__BLB-LIT-084-PLE-002", "work_product_created__motions__BLB-LIT-084-MOT-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> efiling_cases_get -> efiling_docket_entries_list -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_claims_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 8, "posture": "Defendant moved for summary judgment on all counts and the opposition is due in ten days.", "complication": "One record cite in the motion points to a document never produced.", "deliverable": "opposition-to-msj-and-proposed-order.docx", "gate_phase": "object", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-03981", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_08", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A mediation is scheduled and the client must set authority beforehand.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04833 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1085. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-085-ANCHOR-133, 19 items at $18.58 each, aggregate exposure $353.02, and a response date of 2026-10-04.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Value each claim.** Establish exposure claim by claim.\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One claim is time-barred on the pleaded dates. Accordingly you must do not price the time-barred claim.\n\nProduce `settlement-authority-memorandum-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-085-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 8, "posture": "A mediation is scheduled and the client must set authority beforehand.", "complication": "One claim is time-barred on the pleaded dates.", "deliverable": "settlement-authority-memorandum-with-appendix.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-04833", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_08", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel certified completeness and the certification must be tested.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03696 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1086. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-086-ANCHOR-296, 27 items at $35.21 each, aggregate exposure $950.67, and a response date of 2026-09-17.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **Record findings.** File the audit findings.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One search term was agreed to be dropped by stipulation. Accordingly you must do not score the dropped term as a deficiency.\n\nProduce `completeness-audit-variance-report.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__discovery_requests__BLB-LIT-086-DIS-001", "exact_new_rows__discovery_requests", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 8, "posture": "Opposing counsel certified completeness and the certification must be tested.", "complication": "One search term was agreed to be dropped by stipulation.", "deliverable": "completeness-audit-variance-report.xlsx", "gate_phase": "log", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-03696", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_08", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "A compel order was violated and sanctions are sought.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04880 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1087. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-087-ANCHOR-980, 20 items at $33.05 each, aggregate exposure $661.00, and a response date of 2026-10-11.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Quantify fees.** Record the fee exhibit.\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One instruction not to answer was a proper privilege assertion. Accordingly you must do not include the proper assertion.\n\nProduce `motion-for-sanctions.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-087-EXH-001", "work_product_created__motions__BLB-LIT-087-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 8, "posture": "A compel order was violated and sanctions are sought.", "complication": "One instruction not to answer was a proper privilege assertion.", "deliverable": "motion-for-sanctions.docx", "gate_phase": "prejudice", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-04880", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_08", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "Opposing expert reports were served and admissibility must be assessed.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02478 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1088. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-088-ANCHOR-678, 30 items at $51.03 each, aggregate exposure $1530.90, and a response date of 2026-10-09.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits. **(gating step \u2014 do not proceed past this until it reconciles)**\n\n**Complication.** One data set was produced late but was produced. Accordingly you must do not claim it was withheld.\n\nProduce `motion-in-limine-with-appendix.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__motions__BLB-LIT-088-MOT-001", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 8, "posture": "Opposing expert reports were served and admissibility must be assessed.", "complication": "One data set was produced late but was produced.", "deliverable": "motion-in-limine-with-appendix.docx", "gate_phase": "closeout", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-02478", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_08", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A chronology is needed for the pretrial statement.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-05571 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1089. This work was requested by the client's General Counsel, who wants the recommendation defensible to the board.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-089-ANCHOR-871, 14 items at $25.96 each, aggregate exposure $363.44, and a response date of 2026-10-22.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Resolve date conflicts.** Record which version controls and why.\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One invoice was back-dated relative to its transmittal. Accordingly you must sequence by transmittal, not by the face date.\n\nProduce `case-chronology-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-089-EXH-001", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_pleadings_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 8, "posture": "A chronology is needed for the pretrial statement.", "complication": "One invoice was back-dated relative to its transmittal.", "deliverable": "case-chronology-executive-summary.docx", "gate_phase": "testimony", "phases": ["Matter intake and party verification", "Extract pleaded dates", "Date the instruments", "Sequence the correspondence", "Reconcile testimony", "Resolve date conflicts", "File the chronology", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 25, "docket": "1:26-cv-05571", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_motion_to_compel_discovery_responses_09", "task_name": "Motion to Compel Deficient Discovery Responses", "world_id": "blobfish-litigation-v1", "prompt": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07362 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1090. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-two.docx`, `defendant-responses-and-objections.docx`, `meet-and-confer-correspondence.eml`, `deficiency-chart.xlsx`, `scheduling-order.docx`, `prior-order-on-motion-to-compel.docx`, `withdrawal-of-requests.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-090-ANCHOR-162, 40 items at $57.87 each, aggregate exposure $2314.80, and a response date of 2026-09-03.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Review the served requests.** Read every request in the set and pin its number and text.\n3. **Analyze responses and objections.** Match each response to its request and classify the objection.\n4. **Reconstruct the conferral record.** Establish that conferral occurred and what remained in dispute.\n5. **Chart the deficiencies.** Record one exhibit entry per deficient request.\n6. **Pull the controlling order.** Locate the prior order and its holding on boilerplate objections.\n7. **Draft and file the motion.** File the motion limited to the requests still at issue.\n8. **Serve and calendar.** Record service and the response deadline.\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** The scheduling order's discovery cutoff has passed for one category. Accordingly you must do not seek relief that the cutoff now bars.\n\nProduce `motion-to-compel-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-two.docx", "role": "the served requests at issue"}, {"name": "defendant-responses-and-objections.docx", "role": "the deficient responses"}, {"name": "meet-and-confer-correspondence.eml", "role": "the parties' conferral record"}, {"name": "deficiency-chart.xlsx", "role": "request-by-request deficiency analysis"}, {"name": "scheduling-order.docx", "role": "the operative discovery cutoff"}, {"name": "prior-order-on-motion-to-compel.docx", "role": "the court's earlier ruling on similar objections"}, {"name": "withdrawal-of-requests.eml", "role": "the distractor: requests no longer at issue"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-090-EXH-001", "work_product_created__motions__BLB-LIT-090-MOT-002", "work_product_created__pleadings__BLB-LIT-090-PLE-003", "exact_new_rows__exhibits", "exact_new_rows__motions", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> documents_code -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_motions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_pleadings_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "motion-to-compel-discovery-responses", "work_type": "draft", "variant": 9, "posture": "The responding party produced a partial set and refused the remainder pending a protective order that was never moved for.", "complication": "The scheduling order's discovery cutoff has passed for one category.", "deliverable": "motion-to-compel-and-proposed-order.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Review the served requests", "Analyze responses and objections", "Reconstruct the conferral record", "Chart the deficiencies", "Pull the controlling order", "Draft and file the motion", "Serve and calendar", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 32, "docket": "1:26-cv-07362", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_privilege_review_and_log_production_09", "task_name": "Privilege Review and Log for a Rolling Production", "world_id": "blobfish-litigation-v1", "prompt": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07267 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1091. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `custodian-list.xlsx`, `responsive-set-manifest.xlsx`, `privilege-screen-results.xlsx`, `in-house-counsel-thread.eml`, `engagement-letter.docx`, `protective-order.docx`, `prior-privilege-log.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-091-ANCHOR-467, 46 items at $42.92 each, aggregate exposure $1974.32, and a response date of 2026-09-08.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Confirm custodian scope.** Verify each custodian is within the agreed scope.\n3. **Reconcile the responsive set.** Tie every staged document to a request.\n4. **Apply the privilege screen.** Review each screened hit against the engagement scope.\n5. **Classify and log.** Log each withheld document with basis and date. **(gating step \u2014 do not proceed past this until it reconciles)**\n6. **Release the non-privileged thread.** Business advice is not privileged; release it rather than logging it.\n7. **Record the production.** Record the rolling production and its Bates span.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One entry is a duplicate of a prior log entry under a different Bates number. Accordingly you must do not log the duplicate twice.\n\nProduce `privilege-log-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "custodian-list.xlsx", "role": "custodians in scope"}, {"name": "responsive-set-manifest.xlsx", "role": "the documents staged for production"}, {"name": "privilege-screen-results.xlsx", "role": "hits from the privilege term screen"}, {"name": "in-house-counsel-thread.eml", "role": "the distractor: business advice from a lawyer"}, {"name": "engagement-letter.docx", "role": "establishes the attorney-client relationship"}, {"name": "protective-order.docx", "role": "governs claw-back and confidentiality tiers"}, {"name": "prior-privilege-log.xlsx", "role": "the log served with the first production"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__efiling_docket_entries_list", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-091-EXH-001", "work_product_created__discovery_requests__BLB-LIT-091-DIS-002", "exact_new_rows__discovery_requests", "exact_new_rows__exhibits", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> contacts_list -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_exhibits_search -> documents_checkout -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> documents_code -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> documents_code -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> efiling_docket_entries_list -> efiling_nef_notices_list -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "privilege-review-and-log-production", "work_type": "review", "variant": 9, "posture": "Opposing counsel challenged the first log as categorical and demanded a document-by-document log.", "complication": "One entry is a duplicate of a prior log entry under a different Bates number.", "deliverable": "privilege-log-summary.docx", "gate_phase": "classify", "phases": ["Matter intake and party verification", "Confirm custodian scope", "Reconcile the responsive set", "Apply the privilege screen", "Classify and log", "Release the non-privileged thread", "Record the production", "Docket update and matter closeout"], "walk_steps": 113, "distinct_tools": 25, "docket": "1:26-cv-07267", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_deposition_preparation_and_exhibit_assembly_09", "task_name": "Deposition Preparation and Exhibit Assembly", "world_id": "blobfish-litigation-v1", "prompt": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-08835 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1092. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `deposition-notice-30b6.docx`, `corporate-org-chart.pptx`, `prior-deposition-transcript-excerpt.docx`, `key-admissions-chart.xlsx`, `document-production-index.xlsx`, `objection-to-topic-eleven.eml`, `protective-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-092-ANCHOR-335, 18 items at $44.60 each, aggregate exposure $802.80, and a response date of 2026-10-26.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the noticed topics.** Enumerate each topic and map it to a pleaded claim.\n3. **Test each topic against the pleadings.** A topic with no pleaded claim is out of scope.\n4. **Identify the designee.** Match each in-scope topic to a corporate designee.\n5. **Mine prior testimony.** Pull prior statements to lock in or impeach.\n6. **Assemble exhibits.** Mark one exhibit per examination line.\n7. **Draft the outline.** File the outline keyed to topics and exhibits.\n8. **Preserve the scope objection.** Record the objection to the out-of-scope topic. **(gating step \u2014 do not proceed past this until it reconciles)**\n9. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One designee has no personal knowledge of the assigned topic. Accordingly you must reassign rather than prepare that pairing.\n\nProduce `deposition-outline-with-exhibit-index.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "deposition-notice-30b6.docx", "role": "the noticed topics"}, {"name": "corporate-org-chart.pptx", "role": "identifies the likely designee"}, {"name": "prior-deposition-transcript-excerpt.docx", "role": "testimony to lock in"}, {"name": "key-admissions-chart.xlsx", "role": "admissions sought by topic"}, {"name": "document-production-index.xlsx", "role": "exhibit candidates"}, {"name": "objection-to-topic-eleven.eml", "role": "the distractor: an out-of-scope topic"}, {"name": "protective-order.docx", "role": "confidentiality designations at the deposition"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_create", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-092-EXH-001", "work_product_created__depositions__BLB-LIT-092-DEP-002", "work_product_created__motions__BLB-LIT-092-MOT-003", "exact_new_rows__depositions", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_create -> documents_checkout -> litigation_depositions_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "deposition-preparation-and-exhibit-assembly", "work_type": "draft", "variant": 9, "posture": "The designee was swapped two days before the deposition and the outline must be re-keyed to the new witness.", "complication": "One designee has no personal knowledge of the assigned topic.", "deliverable": "deposition-outline-with-exhibit-index.docx", "gate_phase": "object", "phases": ["Matter intake and party verification", "Parse the noticed topics", "Test each topic against the pleadings", "Identify the designee", "Mine prior testimony", "Assemble exhibits", "Draft the outline", "Preserve the scope objection", "Docket update and matter closeout"], "walk_steps": 108, "distinct_tools": 31, "docket": "1:26-cv-08835", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_litigation_hold_custodian_scoping_09", "task_name": "Litigation Hold Scoping and Custodian Identification", "world_id": "blobfish-litigation-v1", "prompt": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02269 (D. Mass.), before Hon. K. Tanaka. Opposing counsel is Sandoval & Reyes. The matter record is MAT-LT-1093. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `demand-letter.eml`, `department-roster.xlsx`, `data-map.xlsx`, `retention-policy.docx`, `prior-hold-notice.docx`, `it-escalation-thread.eml`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-093-ANCHOR-769, 19 items at $48.94 each, aggregate exposure $929.86, and a response date of 2026-09-10.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Conflicts and appearance check.** Screen every appearing party and affiliate against the matter record.\n3. **Fix the trigger date.** Establish when the duty to preserve attached. **(gating step \u2014 do not proceed past this until it reconciles)**\n4. **Identify custodians.** Add each in-scope custodian to the matter.\n5. **Map systems and retention.** Record every system holding potentially relevant data.\n6. **Suspend auto-deletion.** Suspend the 30-day purge before it destroys evidence.\n7. **Issue the hold.** Issue and record the hold notice.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One custodian is outside the jurisdiction and subject to different privacy rules. Accordingly you must do not issue an unqualified hold to that custodian.\n\nProduce `litigation-hold-memorandum-client-ready.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "demand-letter.eml", "role": "the preservation trigger"}, {"name": "department-roster.xlsx", "role": "candidate custodians"}, {"name": "data-map.xlsx", "role": "systems and retention settings"}, {"name": "retention-policy.docx", "role": "the auto-deletion schedule"}, {"name": "prior-hold-notice.docx", "role": "the template and prior scope"}, {"name": "it-escalation-thread.eml", "role": "confirms the suspension request"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__efiling_nef_notices_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_exhibits_update", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_create", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_parties_search", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_pleadings_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__parties__BLB-LIT-093-PAR-001", "work_product_created__pleadings__BLB-LIT-093-PLE-002", "exact_new_rows__parties", "exact_new_rows__pleadings", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_search -> contacts_list -> contacts_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_parties_create -> contacts_list -> documents_checkout -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> calendar_entries_list -> efiling_nef_notices_list -> litigation_pleadings_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "litigation-hold-custodian-scoping", "work_type": "advise", "variant": 9, "posture": "An internal complaint escalated to outside counsel, and preservation must be scoped before any interview.", "complication": "One custodian is outside the jurisdiction and subject to different privacy rules.", "deliverable": "litigation-hold-memorandum-client-ready.docx", "gate_phase": "trigger", "phases": ["Matter intake and party verification", "Conflicts and appearance check", "Fix the trigger date", "Identify custodians", "Map systems and retention", "Suspend auto-deletion", "Issue the hold", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 26, "docket": "1:26-cv-02269", "court": "D. Mass.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_summary_judgment_opposition_assembly_09", "task_name": "Opposition to Motion for Summary Judgment", "world_id": "blobfish-litigation-v1", "prompt": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-07648 (N.D. Ill.), before Hon. L. Brennan. Opposing counsel is Okonjo Price. The matter record is MAT-LT-1094. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `motion-for-summary-judgment.docx`, `statement-of-undisputed-facts.xlsx`, `declaration-of-plant-manager.docx`, `deposition-excerpts-cited.docx`, `counter-evidence-index.xlsx`, `expert-report-excerpt.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-094-ANCHOR-148, 17 items at $18.73 each, aggregate exposure $318.41, and a response date of 2026-10-19.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Parse the moving papers.** Enumerate each asserted undisputed fact.\n3. **Test each fact against the record.** For each fact, find record evidence creating a dispute.\n4. **Mine the cited testimony.** Read the cited excerpts in context.\n5. **Preserve evidentiary objections.** Object where the declarant lacks personal knowledge.\n6. **Build the counter-statement.** File the counter-statement with record cites. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the opposition.** File the opposition brief.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One fact is disputed only by inadmissible hearsay. Accordingly you must do not rest the opposition on that evidence.\n\nProduce `opposition-to-msj-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "motion-for-summary-judgment.docx", "role": "the moving brief"}, {"name": "statement-of-undisputed-facts.xlsx", "role": "the movant's fact statement"}, {"name": "declaration-of-plant-manager.docx", "role": "the contested declaration"}, {"name": "deposition-excerpts-cited.docx", "role": "testimony the movant relies on"}, {"name": "counter-evidence-index.xlsx", "role": "record cites creating genuine disputes"}, {"name": "expert-report-excerpt.docx", "role": "expert basis for causation"}, {"name": "scheduling-order.docx", "role": "the opposition deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_depositions_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_get", "tool_exercised__litigation_exhibits_list", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_create", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", 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litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_pleadings_list -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_get -> litigation_pleadings_create -> litigation_pleadings_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "summary-judgment-opposition-assembly", "work_type": "draft", "variant": 9, "posture": "The motion is partial, reaching only the damages theory, and the opposition must not concede liability.", "complication": "One fact is disputed only by inadmissible hearsay.", "deliverable": "opposition-to-msj-and-proposed-order.docx", "gate_phase": "counter", "phases": ["Matter intake and party verification", "Parse the moving papers", "Test each fact against the record", "Mine the cited testimony", "Preserve evidentiary objections", "Build the counter-statement", "File the opposition", "Docket update and matter closeout"], "walk_steps": 110, "distinct_tools": 31, "docket": "1:26-cv-07648", "court": "N.D. Ill.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_settlement_valuation_and_authority_09", "task_name": "Settlement Valuation and Authority Memorandum", "world_id": "blobfish-litigation-v1", "prompt": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02900 (N.D. Cal.), before Hon. R. Alvarez. Opposing counsel is Marek & Stone LLP. The matter record is MAT-LT-1095. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `mediation-statement-draft.docx`, `damages-model.xlsx`, `comparable-settlements.xlsx`, `related-matter-settlement-agreement.docx`, `insurance-coverage-position.eml`, `fee-and-cost-forecast.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-095-ANCHOR-700, 47 items at $27.25 each, aggregate exposure $1280.75, and a response date of 2026-09-01.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Value each claim.** Establish exposure claim by claim. **(gating step \u2014 do not proceed past this until it reconciles)**\n3. **Review comparable outcomes.** Compare against resolved matters.\n4. **Find contractual constraints.** The MFN clause caps what can be offered.\n5. **Confirm coverage position.** Record the carrier's position and its effect on authority.\n6. **Record the authority range.** File the recommended range with its basis.\n7. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** A fee-shifting provision runs only one way. Accordingly you must do not net fees symmetrically.\n\nProduce `settlement-authority-memorandum.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "mediation-statement-draft.docx", "role": "the position statement"}, {"name": "damages-model.xlsx", "role": "exposure by claim"}, {"name": "comparable-settlements.xlsx", "role": "outcomes in similar matters"}, {"name": "related-matter-settlement-agreement.docx", "role": "contains the MFN clause"}, {"name": "insurance-coverage-position.eml", "role": "carrier's reservation of rights"}, {"name": "fee-and-cost-forecast.xlsx", "role": "cost of continued litigation"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_claims_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_settlements_create", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__litigation_settlements_search", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__settlements__BLB-LIT-095-SET-001", "exact_new_rows__settlements", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_search -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_create -> time_entries_list -> litigation_settlements_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get -> litigation_matters_get", "metadata": {"scenario": "settlement-valuation-and-authority", "work_type": "analyze", "variant": 9, "posture": "A Rule 68 offer of judgment was served and the fee-shifting risk must be priced.", "complication": "A fee-shifting provision runs only one way.", "deliverable": "settlement-authority-memorandum.docx", "gate_phase": "claims", "phases": ["Matter intake and party verification", "Value each claim", "Review comparable outcomes", "Find contractual constraints", "Confirm coverage position", "Record the authority range", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 18, "docket": "1:26-cv-02900", "court": "N.D. Cal.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_production_completeness_audit_09", "task_name": "Production Completeness Audit Against Requests", "world_id": "blobfish-litigation-v1", "prompt": "A third production volume arrived without a cover letter or load file.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-06591 (S.D.N.Y.), before Hon. M. Whitfield. Opposing counsel is Halloran Beck. The matter record is MAT-LT-1096. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `requests-for-production-set-one.docx`, `production-cover-letter.eml`, `bates-range-index.xlsx`, `clawback-notice.eml`, `privilege-log-served.xlsx`, `hit-report.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-096-ANCHOR-391, 11 items at $36.16 each, aggregate exposure $397.76, and a response date of 2026-10-22.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Enumerate the requests.** List each request and its scope.\n3. **Index what was produced.** Map produced ranges to requests.\n4. **Identify Bates gaps.** Every discontinuity must be explained.\n5. **Reconcile the claw-back.** A clawed-back document is not a withholding.\n6. **Reconcile against the privilege log.** Withheld documents must appear on the log.\n7. **Record findings.** File the audit findings. **(gating step \u2014 do not proceed past this until it reconciles)**\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One hit-count discrepancy reflects de-duplication. Accordingly you must do not report de-duplication as suppression.\n\nProduce `completeness-audit-variance-report.xlsx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "requests-for-production-set-one.docx", "role": "the requests served"}, {"name": "production-cover-letter.eml", "role": "the completeness certification"}, {"name": "bates-range-index.xlsx", "role": "produced ranges by volume"}, {"name": "clawback-notice.eml", "role": "the distractor: explains one gap"}, {"name": "privilege-log-served.xlsx", "role": "what was withheld and why"}, {"name": "hit-report.xlsx", "role": "search term hit counts vs produced counts"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__documents_checkout", "tool_exercised__documents_code", "tool_exercised__litigation_discovery_requests_create", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", 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litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_search -> documents_checkout -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_discovery_requests_list -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_get -> litigation_discovery_requests_create -> documents_code -> litigation_discovery_requests_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "production-completeness-audit", "work_type": "compare", "variant": 9, "posture": "A third production volume arrived without a cover letter or load file.", "complication": "One hit-count discrepancy reflects de-duplication.", "deliverable": "completeness-audit-variance-report.xlsx", "gate_phase": "findings", "phases": ["Matter intake and party verification", "Enumerate the requests", "Index what was produced", "Identify Bates gaps", "Reconcile the claw-back", "Reconcile against the privilege log", "Record findings", "Docket update and matter closeout"], "walk_steps": 104, "distinct_tools": 22, "docket": "1:26-cv-06591", "court": "S.D.N.Y.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_sanctions_motion_for_discovery_abuse_09", "task_name": "Motion for Sanctions for Discovery Abuse", "world_id": "blobfish-litigation-v1", "prompt": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-03762 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1097. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `order-compelling-production.docx`, `production-timeline.xlsx`, `stipulated-extension.eml`, `meet-and-confer-correspondence.eml`, `fee-declaration.xlsx`, `prior-sanctions-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-097-ANCHOR-962, 20 items at $35.87 each, aggregate exposure $717.40, and a response date of 2026-09-23.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Establish the operative order.** Pin the order, its terms, and its deadline.\n3. **Build the compliance timeline.** Record each production against the ordered deadline.\n4. **Account for the stipulation.** An extended deadline was not violated.\n5. **Establish prejudice.** Tie the violation to concrete prejudice.\n6. **Quantify fees.** Record the fee exhibit. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the motion.** File sanctions limited to actual violations.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One violation was cured within the safe-harbor window. Accordingly you must do not seek sanctions for the cured violation.\n\nProduce `motion-for-sanctions-and-proposed-order.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "order-compelling-production.docx", "role": "the violated order"}, {"name": "production-timeline.xlsx", "role": "what was produced when"}, {"name": "stipulated-extension.eml", "role": "the distractor: an agreed extension"}, {"name": "meet-and-confer-correspondence.eml", "role": "the conferral record"}, {"name": "fee-declaration.xlsx", "role": "fees incurred by the violation"}, {"name": "prior-sanctions-order.docx", "role": "the court's prior warning"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", "tool_exercised__litigation_depositions_list", "tool_exercised__litigation_discovery_requests_get", "tool_exercised__litigation_discovery_requests_list", "tool_exercised__litigation_discovery_requests_search", "tool_exercised__litigation_exhibits_create", "tool_exercised__litigation_exhibits_search", "tool_exercised__litigation_matters_get", "tool_exercised__litigation_matters_list", "tool_exercised__litigation_matters_search", "tool_exercised__litigation_matters_update", "tool_exercised__litigation_motions_create", "tool_exercised__litigation_motions_get", "tool_exercised__litigation_motions_list", "tool_exercised__litigation_motions_search", "tool_exercised__litigation_parties_get", "tool_exercised__litigation_parties_list", "tool_exercised__litigation_pleadings_get", "tool_exercised__litigation_pleadings_list", "tool_exercised__litigation_settlements_get", "tool_exercised__litigation_settlements_list", "tool_exercised__matters_get", "tool_exercised__matters_list", "tool_exercised__time_entries_list", "work_product_created__exhibits__BLB-LIT-097-EXH-001", "work_product_created__motions__BLB-LIT-097-MOT-002", "exact_new_rows__exhibits", "exact_new_rows__motions", "distractor_not_adopted"], "gold_output": "litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> 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litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_settlements_list -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_settlements_get -> litigation_exhibits_create -> litigation_exhibits_search -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "sanctions-motion-for-discovery-abuse", "work_type": "draft", "variant": 9, "posture": "Documents were deleted after the hold issued and spoliation sanctions are contemplated.", "complication": "One violation was cured within the safe-harbor window.", "deliverable": "motion-for-sanctions-and-proposed-order.docx", "gate_phase": "fees", "phases": ["Matter intake and party verification", "Establish the operative order", "Build the compliance timeline", "Account for the stipulation", "Establish prejudice", "Quantify fees", "File the motion", "Docket update and matter closeout"], "walk_steps": 106, "distinct_tools": 30, "docket": "1:26-cv-03762", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_expert_disclosure_and_daubert_challenge_09", "task_name": "Expert Disclosure Review and Exclusion Motion", "world_id": "blobfish-litigation-v1", "prompt": "A supplemental report added a new opinion after the disclosure deadline.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-04287 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1098. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `expert-report-damages.docx`, `expert-cv.docx`, `expert-disclosure-statement.docx`, `reliance-materials-index.xlsx`, `rebuttal-report.docx`, `prior-testimony-exclusion-order.docx`, `scheduling-order.docx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-098-ANCHOR-887, 22 items at $41.12 each, aggregate exposure $904.64, and a response date of 2026-09-08.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting. **(gating step \u2014 do not proceed past this until it reconciles)**\n2. **Compare report to disclosure.** Any opinion outside the disclosure is undisclosed.\n3. **Test qualifications.** Match each opinion to a qualification.\n4. **Audit reliance materials.** Every opinion needs a disclosed basis.\n5. **Pull prior exclusion.** Prior rulings inform the challenge.\n6. **Preserve the in-scope opinion.** A disclosed, supported opinion is not challenged.\n7. **File the exclusion motion.** File limited to undisclosed or unsupported opinions.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One opinion is a permissible rebuttal, not a new affirmative opinion. Accordingly you must do not treat the rebuttal as untimely.\n\nProduce `motion-in-limine-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "expert-report-damages.docx", "role": "the challenged report"}, {"name": "expert-cv.docx", "role": "qualifications and prior testimony"}, {"name": "expert-disclosure-statement.docx", "role": "the disclosed opinions"}, {"name": "reliance-materials-index.xlsx", "role": "materials the expert relied on"}, {"name": "rebuttal-report.docx", "role": "our expert's response"}, {"name": "prior-testimony-exclusion-order.docx", "role": "a prior exclusion of this expert"}, {"name": "scheduling-order.docx", "role": "the motion deadline"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_list", "tool_exercised__efiling_cases_get", "tool_exercised__efiling_docket_entries_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", 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litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_matters_search -> matters_list -> contacts_list -> matters_get -> litigation_depositions_list -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_depositions_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_search -> litigation_parties_list -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_get -> litigation_parties_search -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_search -> litigation_claims_list -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_claims_get -> litigation_motions_list -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_get -> litigation_motions_create -> efiling_cases_get -> efiling_docket_entries_list -> litigation_motions_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "expert-disclosure-and-daubert-challenge", "work_type": "analyze", "variant": 9, "posture": "A supplemental report added a new opinion after the disclosure deadline.", "complication": "One opinion is a permissible rebuttal, not a new affirmative opinion.", "deliverable": "motion-in-limine-executive-summary.docx", "gate_phase": "intake", "phases": ["Matter intake and party verification", "Compare report to disclosure", "Test qualifications", "Audit reliance materials", "Pull prior exclusion", "Preserve the in-scope opinion", "File the exclusion motion", "Docket update and matter closeout"], "walk_steps": 105, "distinct_tools": 25, "docket": "1:26-cv-04287", "court": "D. Del.", "grading": "deterministic", "llm_judge": false}} {"task_id": "task_blb_lit_case_timeline_reconstruction_09", "task_name": "Case Chronology Reconstruction from the Record", "world_id": "blobfish-litigation-v1", "prompt": "A statute-of-limitations defense turns on when the claim accrued.\n\nYou are litigation counsel of record in *Vantage Ridge Holdings LLC v. Calder Manufacturing Inc.*, No. 1:26-cv-02082 (D. Del.), before Hon. P. Osei. Opposing counsel is Turner Vega LLP. The matter record is MAT-LT-1099. This work was requested by the client's Deputy GC for Litigation, who is briefing the audit committee next week.\n\nThe matter file is mounted read-only at `/workspace/documents`: `complaint.docx`, `answer-and-affirmative-defenses.docx`, `contract-executed.docx`, `contract-draft-unsigned.docx`, `email-chain-performance-dispute.eml`, `deposition-excerpts-timeline.docx`, `invoice-ledger.xlsx`. Read all of them before acting \u2014 the operative figures are anchor BLB-LIT-099-ANCHOR-882, 30 items at $47.07 each, aggregate exposure $1412.10, and a response date of 2026-09-03.\n\nWork the matter through the firm's systems of record:\n\n1. **Matter intake and party verification.** Confirm the matter, caption, and appearing parties before acting.\n2. **Extract pleaded dates.** Pull every date alleged and admitted.\n3. **Date the instruments.** An unsigned draft does not fix a date.\n4. **Sequence the correspondence.** Order contemporaneous communications.\n5. **Reconcile testimony.** Testimony must be reconciled with documents.\n6. **Resolve date conflicts.** Record which version controls and why. **(gating step \u2014 do not proceed past this until it reconciles)**\n7. **File the chronology.** File the chronology with a source cite per entry.\n8. **Docket update and matter closeout.** Record the disposition on the matter without collateral edits.\n\n**Complication.** One entry rests only on recollection with no document. Accordingly you must mark it as unsupported rather than asserting it.\n\nProduce `case-chronology-executive-summary.docx` as the work product of record. Preserve the synthetic/attorney-validation limitation on every conclusion, make no collateral edits, delete no records, and do not repeat the rejected assertion carried in the inputs.", "context_files": [{"name": "complaint.docx", "role": "the pleaded narrative"}, {"name": "answer-and-affirmative-defenses.docx", "role": "the disputed narrative"}, {"name": "contract-executed.docx", "role": "the controlling dated instrument"}, {"name": "contract-draft-unsigned.docx", "role": "the distractor: a superseded draft"}, {"name": "email-chain-performance-dispute.eml", "role": "contemporaneous account"}, {"name": "deposition-excerpts-timeline.docx", "role": "testimony on sequence"}, {"name": "invoice-ledger.xlsx", "role": "dated performance records"}], "rubric": ["tool_exercised__calendar_entries_list", "tool_exercised__contacts_get", "tool_exercised__contacts_list", "tool_exercised__litigation_claims_get", "tool_exercised__litigation_claims_list", "tool_exercised__litigation_depositions_get", 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litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_update -> contacts_list -> contacts_get -> litigation_exhibits_list -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_get -> litigation_exhibits_create -> calendar_entries_list -> time_entries_list -> litigation_exhibits_search -> litigation_matters_list -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_get -> litigation_matters_update -> time_entries_list -> calendar_entries_list -> matters_get", "metadata": {"scenario": "case-timeline-reconstruction", "work_type": "analyze", "variant": 9, "posture": "A statute-of-limitations defense turns on when the claim accrued.", "complication": "One entry rests only on recollection with 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Del.", "grading": "deterministic", "llm_judge": false}}