task_id
stringlengths
36
36
rubric
dict
788d2bc6-82df-4dc7-8467-a0f31405dc14
{ "category_name": "Sales Deck: Amazon + TikTok Full-Stack Growth Partner (Wholesale Trade > Sales Managers)", "rationale": "This rubric enforces a self-documenting, verifiable slide-deck structure first, then verifies correctness of content against the mandated shape, and finally evaluates professional quality. St...
fccaa4a1-1c39-49ac-b701-55361a19966b
{ "category_name": "Real Estate & Rental — Concierge: VIP Tour Plan (Statue of Liberty & Ellis Island)", "rationale": "Pattern B (Document). The task requires a professionally formatted, client-facing PDF with a strict structure that enables verification. Stage 1 uses an LLM-only gate to enforce document shape (PDF...
403b9234-6299-4b5f-a106-70c1bc11ec4c
{ "category_name": "Government – Recreation Workers: Chamber Partnership Presentation", "rationale": "This rubric enforces a self-documenting, presentation-first structure, then verifies coverage and correctness of required content, and finally assesses persuasive quality for a skeptical county Recreation Advisory ...
7d7fc9a7-21a7-4b83-906f-416dea5ad04f
{ "category_name": "Prepaid Amortization Schedules (Aurisic)", "rationale": "Pattern A (Analytical). Output is a structured Excel workbook enabling deterministic checks. Stage 1 uses an LLM gate to enforce exact workbook shape so Stage 2 code can verify reconciliations and logic with simple, robust checks. Stage 2 ...
f3351922-dbdd-45da-85c5-e7110696bbe5
{ "category_name": "Finance & Insurance — TSP Client Email Response (Document Pattern B)", "rationale": "This is a document task (professional email). The rubric enforces a strict, verifiable document shape first (Stage 1, LLM-only gate), then verifies correctness and coverage (Stage 2, mixed with lightweight code ...
0ec25916-1b5c-4bfe-93d3-4e103d860f3a
{ "category_name": "SBAR ED Patient Transfer Handover Template", "rationale": "This rubric enforces a self-documenting, verifiable artifact for an ED SBAR handover guide. Stage 1 (LLM-only) strictly mandates the deliverable’s shape: a 1-page PDF with a 2-column by 4-row SBAR table, required title, top identifiers, ...
40a99a31-42d6-4f23-b3ec-8f591afe25b6
{ "category_name": "Manufacturing | Industrial Engineers — Robotic CNC Cell Safety & Integration", "rationale": "This rubric enforces a self-documenting, multi-artifact delivery: an Excel for structured hardware selection and IO/protocol mapping, a PNG diagram for physical layout and safety coverage, and a PDF repo...
b5d2e6f1-62a2-433a-bcdd-95b260cdd860
{ "category_name": "Wholesale Trade – Order Clerks: Sales Performance Pivot Workbook Evaluation", "rationale": "Analytical task (Pattern A). The output should be an Excel workbook with a strict, verifiable shape enabling automated and LLM checks. Stage 1 uses an LLM gate to enforce exact workbook structure (sheets,...
9a8c8e28-ce76-408b-83c3-488422892e58
{ "category_name": "Editorial Accessibility Pack (Guide, Checklist, Quiz) — Staged Evaluation", "rationale": "This rubric enforces a self-documenting structure for three PDFs (guide, checklist, quiz), then verifies correctness against UK law and WCAG with mixed LLM and light code rules, and finally assesses overall...
a46d5cd2-55fe-48fa-a4c6-6aaf6b9991b5
{ "category_name": "Fraudulent Insurance Claim Investigation Report (Retail Trade • Private Detectives and Investigators)", "rationale": "This rubric enforces a self-documenting, verifiable PDF investigation report that consolidates two field investigators’ findings, integrates photographic evidence, and concludes ...
4d1a8410-e9c5-4be5-ab43-cc55563c594c
{ "category_name": "NAMC MTP Interview Day Scheduling Packet and Applicant Itineraries", "rationale": "Task Type: Pattern B (Document) with structured tables and embedded images; verification benefits from LLM structure checks plus light code checks for anchors and inclusions. Output Format: Three documents (DOCX o...
3c19c6d1-672c-467a-8437-6fe21afb8eae
{ "category_name": "Monthly Project Report (PPTX) — BridgeMind AI POC (Oct 2025)", "rationale": "Pattern C (Mixed): A document-style deliverable (PowerPoint) that consolidates structured data/analysis (progress, spend, risks) and narrative. Stage 1 uses an LLM gate to enforce the exact deck structure (slides 1–9) s...
8314d1b1-5b0f-42a4-b5d5-91c0867b0913
{ "category_name": "Legal Memorandum - Delaware Controller Transaction Review", "rationale": "This rubric enforces a self-documenting, file-based deliverable: a DOCX/PDF legal memo with a precise section structure. Stage 1 (LLM-only) gates on shape so later checks are trivial. Stage 2 mixes light code rules (determ...
46fc494e-a24f-45ce-b099-851d5c181fd4
{ "category_name": "Thermal Screening Analysis – C/SiC Forward-Edge Protection (Mechanical Engineering)", "rationale": "This rubric enforces a self-documenting, mixed-output workflow centered on a single, verifiable Excel workbook that contains all structured data, calculations, plots, and a concise report sheet. S...
be830ca0-b352-4658-a5bd-57139d6780ba
{ "category_name": "Lean Six Sigma Analyze Tollgate (Industrial Engineering - Manufacturing Logistics)", "rationale": "This is a Mixed task (Pattern C): a professional presentation (PowerPoint/PDF) that embeds quantitative analyses derived from a defined dataset and must include an A3 summary and DMAIC timeline. Th...
772e7524-174e-4c88-957e-6e510b61ea69
{ "category_name": "Clinical SOAP Note (Nurse Practitioner) - CAP/RLL Pneumonia Case", "rationale": "Pattern B (Document). The task is a professional clinical SOAP note. Stage 1 enforces a strict, verifiable document shape (SOAP with specific subsections) so later checks are trivial. Stage 2 mixes lightweight code ...
dd724c67-8118-4b99-ab50-4761af705c3b
{ "category_name": "ACO Care Coordination Workbook (Hospitals/Rehab Contacts + CMS TFU Guide)", "rationale": "Pattern C (Mixed): The deliverable is a single Excel workbook that combines a data table (facility contacts) with a structured, reference-style guide (CMS TFU). Stage 1 uses an LLM-only gate to strictly enf...
8079e27d-b6f3-4f75-a9b5-db27903c798d
{ "category_name": "Finance & Insurance — Equity Capital Markets (ECM) — S&P 500 P/E Deep Dive", "rationale": "This rubric enforces a self-documenting, analysis-ready Excel deliverable for ECM stakeholders. Stage 1 (LLM-only) mandates a strict, verification-friendly workbook shape. Stage 2 mixes lightweight code ch...
ff85ee58-bc9f-4aa2-806d-87edeabb1b81
{ "category_name": "Audio Mix Delivery: Tavarua (Audio and Video Technicians)", "rationale": "Self-documenting delivery is required because we cannot directly \"hear\" quality in this environment. The rubric forces a verifiable delivery document plus machine-checkable artifacts (final WAV, loudness CSV, sync log CS...
61f546a8-c374-467f-95cc-d0d9b5656eb6
{ "category_name": "Real Estate: Counter and Rental Clerks — Turnover Scheduling Report", "rationale": "This rubric enforces a self-documenting, verifiable PDF report with two tables that make schedule checks trivial. Stage 1 strictly mandates the exact structure and format as a gate. Stage 2 mixes precise code che...
93b336f3-61f3-4287-86d2-87445e1e0f90
{ "category_name": "EV Battery Pack Assembly Localisation Proposal (CPO-Ready)", "rationale": "Task Type: Mixed (Pattern C). Output is a 2–3 page DOCX/PDF business proposal with embedded cost calculations in INR. Stage 1 uses an LLM gate to enforce strict document structure that enables verification. Stage 2 mixes ...
045aba2e-4093-42aa-ab7f-159cc538278c
{ "category_name": "Retail Pharmacy Compliance Checklists (CA)", "rationale": "This rubric enforces a self-documenting, file-based deliverable: three separate, printer-friendly PDF checklists (Daily; Weekly+Monthly; Quarterly+Annual) aligned to California Board of Pharmacy requirements. Stage 1 is a strict LLM gate...
2c249e0f-4a8c-4f8e-b4f4-6508ba29b34f
{ "category_name": "Robotics Fleet Data Submission API (OpenAPI + Data Flow)", "rationale": "This rubric enforces a self-documenting deliverable: an OpenAPI 3.x YAML spec plus a data_flow.txt narrative. Stage 1 is a strict LLM-only gate that checks file presence and structural shape. Stage 2 mixes lightweight code ...
4c18ebae-dfaa-4b76-b10c-61fcdf26734c
{ "category_name": "Government - Compliance Officers - SAR Preparation (FinCEN)", "rationale": "Mixed-output task: a SAR narrative document (DOCX/PDF) and a supporting transactions workbook (Excel). The rubric enforces a strict, self-documenting shape first (LLM-only gate), then verifies correctness and cross-file ...
552b7dd0-96f4-437c-a749-0691e0e4b381
{ "category_name": "Manufacturing — Shipping/Receiving/Inventory: Incident Analysis Presentation", "rationale": "This rubric enforces a self-documenting workflow: Stage 1 (LLM-only gate) mandates a precise, reviewable presentation structure so verification is possible. Stage 2 mixes lightweight code checks (text ex...
a74ead3b-f67d-4b1c-9116-f6bb81b29d4f
{ "category_name": "Government — Child, Family, and School Social Workers: Session 13 & 14 Presentation Deliverables", "rationale": "This rubric enforces a self-documenting, file-based delivery of two session-specific slide decks. Stage 1 (LLM-only) mandates exact structural shape so downstream verification is triv...
74d6e8b0-f334-4e7e-af55-c095d5d4d1a6
{ "category_name": "MenoHelp HT Prescribing Guidelines (Virtual Menopause Care)", "rationale": "This rubric enforces a self-documenting, verifiable structure for a clinical guideline document in Word/PDF format, then verifies clinical correctness against contemporary menopause HT standards, and finally assesses pro...
bf68f2ad-eac5-490a-adec-d847eb45bd6f
{ "category_name": "Manufacturing – MIG Welding Catch-up Plan (Supervisor)", "rationale": "Task Type: Mixed (Pattern C). The deliverable is a structured Excel plan plus a brief, manager-ready textual summary. Stage 1 uses an LLM gate to strictly enforce a self-documenting Excel shape with clear sections and columns...
cebf301e-5ea7-41ae-b117-ad8f43e7ac22
{ "category_name": "Customer Portal Design Document (CleanTech CTO)", "rationale": "Three-stage, self-documenting rubric tailored for a CTO-level design doc. Stage 1 is a hard gate that enforces DOCX format and a verifiable section layout enabling automated checks. Stage 2 mixes lightweight code rules (keyword/stru...
ab81b076-e5d8-473a-9bdb-7ea7c38f6ebc
{ "category_name": "Automotive Parts Check-In SOP (Wholesale Dealers)", "rationale": "This rubric enforces a self-documenting, verifiable PDF SOP for dealership parts check-in. Stage 1 uses an LLM-only gate to require a precise document structure that enables verification. Stage 2 mixes lightweight code checks (key...
94925f49-36bc-42da-b45b-61078d329300
{ "category_name": "Real Estate Buyer Dossier: Elementary Schools + Nearby Homes (Floral Park & New Hyde Park, NY)", "rationale": "Pattern C (Mixed): A professionally formatted PDF report with structured, quantitative school data plus curated nearby listings. Stage 1 uses LLM-only gating to enforce an explicit, ver...
ee09d943-5a11-430a-b7a2-971b4e9b01b5
{ "category_name": "April Month-End Financial Package (Aurisic) - Structured, Verifiable Workbook", "rationale": "This rubric enforces a self-documenting workflow for a senior accountant preparing an April month-end financial package. Stage 1 is a strict LLM-only shape gate requiring a single Excel workbook with a ...
aa071045-bcb0-4164-bb85-97245d56287e
{ "category_name": "Real Estate & Rental: Counter/Rental Clerk – Service Request + Damage Revenue Analysis", "rationale": "Mixed task (Pattern C): requires a structured Word/DOCX service form and an Excel analysis/report. Stage 1 uses LLM judges only to strictly enforce output shape for both files so verification i...
0ed38524-a4ad-405f-9dee-7b2252659aad
{ "category_name": "Finance & Insurance — ECID Constituent Feedback Summaries (CSR)", "rationale": "Pattern C (Mixed): Agent must produce two documents (PDFs) derived from an Excel tracking log: a one-page per‑district summary and a set of board‑meeting talking points. Stage 1 uses LLM-only gates to strictly enforc...
f84ea6ac-8f9f-428c-b96c-d0884e30f7c7
{ "category_name": "Research Summary Table – AI/Automation in Government Administrative Services", "rationale": "Task Type: Document (Pattern B) with a structured, one-page comparison table in a Word/PDF document. Stage 1 uses an LLM judge only to strictly enforce file format and table structure so later verificati...
0112fc9b-c3b2-4084-8993-5a4abb1f54f1
{ "category_name": "Pediatric SOAP Note (Head Injury) - Structure, Correctness, and Quality", "rationale": "This rubric enforces a self-documenting SOAP note for a pediatric head injury visit. Stage 1 (LLM-only) strictly mandates the document structure and sections to enable automated verification. Stage 2 mixes li...
43dc9778-450b-4b46-b77e-b6d82b202035
{ "category_name": "1040 Preparation Package (Bob & Lisa Smith)", "rationale": "Pattern C (Mixed): The deliverable is a PDF document bundle (Form 1040 plus required schedules) with embedded data. Stage 1 enforces a strict, verifiable structure (single combined PDF with core 1040 pages and a front-matter Filing Summ...
1b1ade2d-f9f6-4a04-baa5-aa15012b53be
{ "category_name": "Manufacturing — Buyers & Purchasing Agents: Agile Sourcing Workflow (Lamp Assemblies)", "rationale": "This rubric enforces a self-documenting, verifiable 2–3-page DOCX/PDF that becomes both an executive-ready proposal and a system blueprint for TechSol. Stage 1 (LLM-only) strictly mandates docum...
11dcc268-cb07-4d3a-a184-c6d7a19349bc
{ "category_name": "Manufacturing — Inventory Location Report (Shipping/Receiving/Inventory Clerks)", "rationale": "This rubric enforces a self-documenting Excel workbook that proves cross-referencing between a Daily Receiving Log and the assigned locations (Inv on line). Stage 1 mandates an exact, verification-fri...
e6429658-4de1-42dd-a9e0-2d2b9b02fb10
{ "category_name": "Medical Necessity Appeal and Patient Assistance Application (Health Care - Nurse Practitioner)", "rationale": "This rubric enforces a self-documenting, two-deliverable workflow: (1) a 2–4 page Word medical necessity appeal letter requesting Vraylar 1.5 mg coverage; (2) a digitally filled AbbVie ...
bb863dd9-31c2-4f64-911a-ce11f457143b
{ "category_name": "IEHK 2017 Quotation (MedWholeGroup → Inter-Aid)", "rationale": "Self-documenting, staged evaluation that first enforces a strict, verification-ready Excel workbook shape, then verifies correctness with a mix of deterministic code checks and LLM judgement, and finally assesses professional qualit...
a99d85fc-eff8-48d2-a7d4-42a75d62f18d
{ "category_name": "Real Estate Leasing Calculator — Rent Matrix (Excel)", "rationale": "This rubric enforces a self-documenting, verifiable Excel deliverable for a leasing rent matrix. Stage 1 uses LLM-only shape enforcement to require exact workbook structure so verification becomes trivial. Stage 2 mixes light, ...
a97369c7-e5cf-40ca-99e8-d06f81c57d53
{ "category_name": "Legal Memo — Delaware Corporate Law Analysis (Avalon Bancorp)", "rationale": "This rubric enforces a self-documenting, file-based workflow for a Delaware corporate law memo. Stage 1 (LLM-only) strictly gates format and structure so later verification is trivial. Stage 2 mixes lightweight code ch...
40a8c4b1-b169-4f92-a38b-7f79685037ec
{ "category_name": "Grand Rounds 2025 Schedule (Otolaryngology)", "rationale": "This rubric enforces a self-documenting Excel workbook that makes verification trivial. Stage 1 mandates a precise workbook shape (sheets, grid, log) so that Stage 2 code/LLM checks can deterministically validate constraints (In‑Service...
1b9ec237-bf9c-41f9-8fa9-0e685fcd93c6
{ "category_name": "HTN Lecture Presentation (Nurse Practitioner)", "rationale": "This rubric enforces a verifiable, self-documenting presentation deliverable. Stage 1 (LLM-only) mandates an inspectable slide deck shape (PDF with Notes Pages or PPTX plus PDF), with specific slide-level structure enabling downstream...
ae0c1093-5ea8-4b84-a81e-53ebf7a4321d
{ "category_name": "Undercover Operations Guide and Observation Form (Retail Investigation)", "rationale": "This rubric enforces a self-documenting, verification-friendly structure for two professional PDFs: a Guide and an Observation Form for undercover employee evaluation in retail settings. Stage 1 (LLM-only) st...
46b34f78-6c06-4416-87e2-77b6d8b20ce9
{ "category_name": "Energy HY Strategy Memo (H1 2025) — Finance & Insurance: Financial and Investment Analysts", "rationale": "Pattern C (Mixed): A professional DOCX report with embedded analytical content and tables. Stage 1 is an LLM-only hard gate enforcing an exact structure that makes later verification trivia...
c9bf9801-9640-45fa-8166-1ab01f2d98e4
{ "category_name": "DGHT Formal Mentorship Program Guide - Structured, Verifiable, and Professional Delivery", "rationale": "Pattern B (Document). This rubric enforces a self-documenting, file-based guide with explicit structure first (Stage 1, LLM-only gate), then verifies correctness with mixed LLM and code rules...
99ac6944-4ec6-4848-959c-a460ac705c6f
{ "category_name": "Mobile IEM Rig Proposal (Touring Band) — Staged Evaluation", "rationale": "Task Type: Mixed (Pattern C). The deliverable is a PDF report (document) that must embed visual artifacts (PNG signal-flow diagram and PNG of an Excel cost spreadsheet) and include structured budget analysis and sourcing ...
eb54f575-93f9-408b-b9e0-f1208a0b6759
{ "category_name": "Government — First-Line Supervisors of Police and Detectives | Patrol Rifle Procurement Report", "rationale": "This rubric enforces a self-documenting, executive-ready PDF report with explicit calculation steps and a defensible caliber recommendation. Stage 1 is a strict LLM-only gate that manda...
d3d255b2-f5f2-4841-9f62-2083ec9ef3da
{ "category_name": "Seller Offer Evaluation Report (Real Estate Sales Agent)", "rationale": "Pattern B (Document). The rubric enforces a self-documenting PDF report with a specific section layout and structured elements (tables and clearly labeled sections) so verification is trivial. Stage 1 is an LLM-only gate to...
c44e9b62-7cd8-4f72-8ad9-f8fbddb94083
{ "category_name": "Government — Administrative Services Managers — FTE Reduction Package", "rationale": "This rubric enforces a self-documenting, mixed-output package: a revised org chart (PDF), an FTE report (Excel), and a briefing note (DOCX). Stage 1 is an LLM-only gate that requires exact, verifiable structure...
38889c3b-e3d4-49c8-816a-3cc8e5313aba
{ "category_name": "Music Production: Instrumental + Stems Delivery (Info Sector • Audio/Video Tech)", "rationale": "Self-documenting rubric tailored for a music-producer deliverable. Stage 1 forces a verifiable Delivery Manifest document (PDF/DOCX) that enumerates the ZIP package contents and embeds visual proofs ...
2fa8e956-7b35-4c13-95dc-027f02be318b
{ "category_name": "Real Estate & Rental – Concierge Deliverable: Napa Valley Winery List (Shareable DOCX)", "rationale": "Pattern B (Document). We enforce a strict, self-documenting Word/PDF structure that makes verification trivial: a concise, well-formatted, image-enhanced recommendations document tailored to an...
46bc7238-3501-4839-b989-e2bd47853676
{ "category_name": "Real Estate Broker – QSR Tenant Outreach Playbook (Miami, FL)", "rationale": "This rubric enforces a self-documenting, file-based deliverable: a 5–8 page PDF/DOCX playbook with mandated sections, visuals, and a flyer template. Stage 1 (LLM-only) strictly gates structure/format so later verificat...
e21cd746-404d-4602-b9d2-01d2812c5b87
{ "category_name": "Last‑Mile Logistics M&A Overview Slides (Finance & Investment Analysis)", "rationale": "This rubric enforces a self‑documenting, client‑ready 1–5 slide PDF deck that summarizes key private last‑mile delivery players and public comps with valuation multiples. Stage 1 is a strict LLM gate focused ...
55ddb773-23a4-454c-8704-d432fe1b99d9
{ "category_name": "Community Association Violation Inspection Questionnaire Form", "rationale": "This rubric enforces a self-documenting, verifiable PDF questionnaire form for a master HOA’s inspection vendor. Stage 1 (LLM-only) strictly gates structure and format so later checks are trivial. Stage 2 mixes light c...
5ad0c554-a7a2-48cd-b41a-ebc1bff4a9de
{ "category_name": "Real Estate Buyer Brochure (Sarasota, FL)", "rationale": "This rubric enforces a self-documenting, verifiable brochure deliverable for first-time home buyers in Sarasota, FL. Stage 1 (LLM-only) strictly mandates a DOCX/PDF brochure shape with clearly labeled sections for the five buyer milestone...
f1be6436-ffff-4fee-9e66-d550291a1735
{ "category_name": "ACP-IMM 2026 Estimated Costs Document (Medical Secretaries)", "rationale": "Mixed task: a Word document with embedded evidence (screenshots) plus itemized calculations and roll-ups. Stage 1 strictly enforces the self-documenting structure so that downstream verification is possible. Stage 2 mixe...
e996036e-8287-4e7f-8d0a-90a57cb53c45
{ "category_name": "Wholesale Trade – First-Line Sales Supervisors: Terms Scenario Plan (Cosmetics → New Retail Account)", "rationale": "Pattern C (Mixed). The task requires an Excel-based financial scenario model plus a written executive summary and a comparative visual, all inside the same workbook. Stage 1 uses ...
feb5eefc-39f1-4451-9ef9-bffe011b71dd
{ "category_name": "GRAT vs CRAT Comparative Analysis (Finance & Insurance — Personal Financial Advisor)", "rationale": "This rubric uses a self-documenting, staged approach. Stage 1 is a hard gate (LLM-only) that enforces a precise PDF structure so later verification is trivial. Stage 2 mixes deterministic code ch...
5f6c57dd-feb6-4e70-b152-4969d92d1608
{ "category_name": "Finance & Insurance — Financial Managers — Standardized Branch/Regional Reporting Package (Excel)", "rationale": "This rubric enforces a self-documenting, highly structured Excel deliverable with five specific worksheets, dropdown-driven branch/All views, and verifiable tables for income stateme...
0353ee0c-18b5-4ad3-88e8-e001d223e1d7
{ "category_name": "PACT Act Presumptives Consolidated Guide (Veteran-Facing PDF)", "rationale": "This is a document-heavy task (Pattern B). The rubric enforces a strict, verifiable document shape first (Stage 1, LLM-only), then verifies correctness and traceability via mixed LLM and light code checks (Stage 2), an...
1d4672c8-b0a7-488f-905f-9ab4e25a19f7
{ "category_name": "International Index Correlation Analysis (Excel + PDF)", "rationale": "Pattern C (Mixed): This task requires a structured analytical workbook (Excel) plus a professional PDF report. Stage 1 uses LLM-only shape enforcement to mandate an exact, self-documenting Excel structure and a well-structure...
b9665ca1-4da4-4ff9-86f2-40b9a8683048
{ "category_name": "Manufacturing | Industrial Engineering — Safety Circuit Schematic (E‑Stop, Reset, Safety Relay)", "rationale": "This rubric enforces a self-documenting, verifiable 1-page PDF schematic for an E‑Stop safety circuit using the specified Automation Direct safety relay. Stage 1 (LLM-only) is a strict...
83d10b06-26d1-4636-a32c-23f92c57f30b
{ "category_name": "Audit Testing: AFC Risk Metrics Sampling and Verification", "rationale": "This rubric enforces a self-documenting workflow for audit sampling of Anti-Financial Crime (AFC) risk metrics. Stage 1 uses an LLM-only gate to mandate a strict Excel structure that makes verification trivial. Stage 2 mix...
5e2b6aab-f9fb-4dd6-a1a5-874ef1743909
{ "category_name": "Rugged Flashlight “Toasty” Concept CAD Package", "rationale": "This rubric enforces a self-documenting, file-based deliverable set for a concept-phase mechanical design suitable for CNC prototyping. Stage 1 is an LLM-only gate that mandates exact deliverable shape (STEP models, assembly/sub-asse...
1bff4551-1d54-4e37-b2e0-d5c3f2ea4a45
{ "category_name": "Government — Recreation Workers | Celestial Solstice Rock & Roll Set List (Black Artists)", "rationale": "Self-documenting rubric enforcing a PDF-based, verifiable set list with structured sections and links. Stage 1 mandates an inspection-ready shape. Stage 2 mixes deterministic code checks wit...
650adcb1-ed19-4f88-8117-77640f7b94b6
{ "category_name": "Government • Recreation Workers — Winter Intern Schedule (Ski & Snowboard School)", "rationale": "This rubric forces a self-documenting Excel schedule that is easy to verify. Stage 1 uses LLM gate checks to mandate a precise workbook shape (six tabs, per-month calendar tables, a color-coded key,...
f5d428fd-b38e-41f0-8783-35423dab80f6
{ "category_name": "Bahamas 7-Day Yacht Itinerary (Concierge)", "rationale": "This rubric enforces a self-documenting, two-page PDF itinerary with day-by-day sections, photos, and credible sources so verification is easy. Stage 1 (LLM-only) mandates exact document shape and required structural elements. Stage 2 mix...
4d61a19a-8438-4d4c-9fc2-cf167e36dcd6
{ "category_name": "Retail Ops: Promotion Projection Form + Training Deck", "rationale": "Mixed deliverables: an Excel template for promotion projections and a training deck to drive adoption. Stage 1 strictly enforces structure for both artifacts (LLM-only). Stage 2 verifies correctness and cross-file consistency ...
1137e2bb-bdf9-4876-b572-f29b7de5e595
{ "category_name": "Wholesale Trade • Order Clerks — SKU-Level Order Audit (Price Mismatch & Case Pack)", "rationale": "Mixed-output task: an Excel audit workbook plus a brief management-facing Word/PDF summary. Stage 1 mandates a strict, self-documenting Excel shape (line-level audit + SKU/PO summary) and presence...
6d2c8e55-fe20-45c6-bdaf-93e676868503
{ "category_name": "Journal Club Scheduling and Materials Preparation (Internal Medicine)", "rationale": "Pattern C (Mixed). The deliverables are a structured Excel schedule plus document-style artifacts (nine article PDFs and an email draft). Stage 1 uses LLM-only gates to enforce a very specific, verifiable outpu...
ef8719da-18e5-4bfe-b986-399652d77376
{ "category_name": "Science News Pitch – Space Advertising Ban (Journalism)", "rationale": "Pattern B (Document task). The deliverable must be an editable Word document (DOCX) that follows a strict, verifiable section structure so evaluators can reliably check compliance, correctness, and quality. Stage 1 is an LLM...
1752cb53-5983-46b6-92ee-58ac85a11283
{ "category_name": "Manufacturing • First-Line Supervisors • Week One Test Plan (Wire Extrusion)", "rationale": "This rubric enforces a self-documenting, verifiable Excel deliverable for a Week One Test Plan to validate two new presses (Press 1 and Press 2). Stage 1 mandates a specific spreadsheet structure so veri...
90edba97-74f0-425a-8ff6-8b93182eb7cb
{ "category_name": "Dialysis Monthly Lab Tracker Completion and Protocol Application", "rationale": "This rubric enforces a self-documenting, verifiable Excel workbook that captures monthly dialysis patient labs and applied standing orders. Stage 1 (LLM-only) mandates a strict workbook shape that enables automated ...
0e386e32-df20-4d1f-b536-7159bc409ad5
{ "category_name": "PrivateCrypMix Full-Stack Implementation (Code + Manifest)", "rationale": "This rubric enforces a self-documenting delivery: a professionally formatted Implementation Manifest (PDF/DOCX) as the primary output plus a ZIP archive of the complete codebase among task outputs. Stage 1 gates on the ma...
2ea2e5b5-257f-42e6-a7dc-93763f28b19d
{ "category_name": "IT Work-Time Study Presentation (CIO/IT Management)", "rationale": "Task Type: Mixed (Pattern C) — a presentation document that embeds analysis, tables, and charts derived from an Excel source. Stage 1 uses an LLM-only gate to enforce a precise, verification-friendly slide structure. Stage 2 mix...
0818571f-5ff7-4d39-9d2c-ced5ae44299e
{ "category_name": "Retail Shopping Center Acquisition Shortlist (Florida Broker)", "rationale": "Mixed-output task: a professionally formatted report (PDF/DOCX) with embedded data, images, maps, and a structured shortlist suitable for underwriting. Stage 1 uses LLM-only gating to enforce a verifiable structure. St...
8384083a-c31b-4194-80ba-4d335a444918
{ "category_name": "Retail Pharmacy: Days’ Supply Reference Guide (CA)", "rationale": "This is a Mixed (Pattern C) task: a short professional PDF guide (document) that must embed specific, verifiable calculation elements (formulas and days’ supply). Stage 1 uses an LLM-only gate to strictly enforce the output shape...
22c0809b-f8db-489e-93b3-b4da225e3e0e
{ "category_name": "BTAM Intake Form (PDF) - Government / First-Line Supervisors of Police and Detectives", "rationale": "This rubric enforces a self-documenting, verifiable structure for a 2–4 page BTAM screening and intake form used by frontline supervisors. Stage 1 (LLM-only) mandates precise PDF structure so la...
87da214f-fd92-4c58-9854-f4d0d10adce0
{ "category_name": "Finance & Insurance – Identity Theft Claims Reimbursement Review (Slide Deck)", "rationale": "This rubric follows the self-documenting, staged approach: Stage 1 uses an LLM-only gate to strictly enforce a verifiable slide-deck structure in PDF format. Stage 2 verifies correctness via a mix of de...
fd6129bd-f095-429b-873c-dcc3137be2c3
{ "category_name": "Biotech Change Control SOP and Change Request Form", "rationale": "This rubric enforces a self-documenting, audit-ready deliverable set for a biotechnology change control process. Stage 1 (LLM-only) strictly gates structure: two separate deliverables with required sections and field groups. Stag...
a0552909-bc66-4a3a-8970-ee0d17b49718
{ "category_name": "Healthcare Admin: Bulk Pathology Forms + Email Templates (Reach Oncology)", "rationale": "This rubric follows the self-documenting, staged approach. Stage 1 (LLM-only) enforces a strict, verifiable structure: three lab-specific Excel bulk forms plus three lab-specific DOCX email templates, with ...
1aecc095-4d76-4b89-b752-1a0f870502cd
{ "category_name": "Healthcare Ops: Telehealth Intake Workflow (MAs)", "rationale": "Pattern B (Document task): The deliverables are two Word documents (a procedural workflow and a Visio-style roadmap) plus a short announcement email. Stage 1 is a strict, LLM-only format/structure gate to ensure verifiable artifact...
6436ff9e-c5f2-47ba-9aaa-49d89b0594ab
{ "category_name": "Art Studio Class Evaluation Form Redesign", "rationale": "This rubric enforces a self-documenting, verifiable deliverable. Stage 1 (LLM-only) gates on exact document structure so later checks are trivial. Stage 2 mixes light code checks (structural signals, tokens) with LLM verification of compl...
9efbcd35-186d-49b6-ac24-28ee2bc9a263
{ "category_name": "EM Q1 2025 Client Outlook (Institutional)", "rationale": "Pattern C (Mixed): A document with embedded data/attribution. Stage 1 uses an LLM-only gate to strictly enforce deliverable shape (PDF/DOCX, sections, length). Stage 2 mixes lightweight deterministic code checks (presence of MSCI, dates/p...
8c823e32-537c-42b2-84ba-635d63c2853a
{ "category_name": "Government | First-Line Supervisors of Police and Detectives | UAS Policy Development", "rationale": "This rubric enforces a self-documenting, evidence-first workflow for a police UAS (drone) operations policy. Stage 1 mandates a precise, professional PDF/DOCX structure enabling reliable verific...
05389f78-589a-473c-a4ae-67c61050bfca
{ "category_name": "Supplier Escalation Email + Replacement Supplier Analysis (Manufacturing Procurement)", "rationale": "This is a mixed task: a 1-page termination/escalation email (document) plus a 2–3 page analysis report (document) with embedded financial/risk analysis based on vendor quotations. Stage 1 is a s...
7ed932dd-244f-4d61-bf02-1bc3bab1af14
{ "category_name": "Wholesale Trade • Sales Rep (Alcoholic Beverages) • Inventory Continuity Model and Shipment Plan", "rationale": "This rubric enforces a self-documenting Excel model that proves correct inventory coverage through end-of-July, integrates upcoming shipments, and produces an actionable shipment reco...
d7cfae6f-4a82-4289-955e-c799dfe1e0f4
{ "category_name": "Wholesale Trade – Cosmetics Sets Recap (Beutist)", "rationale": "Analytical task producing an Excel recap for planning. Stage 1 (LLM only) enforces a strict, self-documenting Excel shape so verification is trivial. Stage 2 mixes light code checks (math/bounds/structure) with heavier LLM checks (...
6074bba3-7e3a-4b1c-b8c6-a15bb6695c3b
{ "category_name": "Real Estate CMA (Duplex) — Broker Deliverable", "rationale": "Mixed-pattern deliverable: a client-facing PDF report with embedded, structured market data and visuals. Stage 1 enforces a strict, self-documenting CMA structure that enables reliable verification. Stage 2 blends deterministic code c...
8077e700-2b31-402d-bd09-df4d33c39653
{ "category_name": "Materials Heat-Treatment Analysis Report (Quench + Temper) — AISI 1018 & 1045", "rationale": "This rubric enforces a self-documenting, mixed-output pattern: a PDF report with embedded, verifiable figures/tables derived from provided lab data. Stage 1 is an LLM-only structural gate ensuring the P...
a1963a68-1bea-4bb1-b7e0-145c92a57449
{ "category_name": "Deep Dive Strategy Presentation Evaluation - SuperK-T Korea", "rationale": "This rubric enforces a self-documenting, presentation-first workflow. Stage 1 forces a very specific PDF slide structure so verification is trivial. Stage 2 mixes lightweight code checks (text extraction, numeric/sourcin...
4c4dc603-c21c-4284-8fb1-1b827c1fddf4
{ "category_name": "Finance: Product Summary (Project Kenonic)", "rationale": "This rubric enforces a self-documenting, verifiable one-page investor Product Summary in PDF form. Stage 1 (LLM-only) strictly gates structure and presence of required sections so later checks are trivial. Stage 2 mixes lightweight code ...
4122f866-01fa-400b-904d-fa171cdab7c7
{ "category_name": "Serverless Contact Form Backend (Terraform + AWS Lambda)", "rationale": "This rubric uses a 3-stage, self-documenting evaluation pipeline tailored to a code/infrastructure deliverable. Stage 1 is a strict LLM-only shape gate ensuring a single ZIP with the exact file set and basic structure so de...
61717508-4df7-41be-bf97-318dfb2475c0
{ "category_name": "Finance/Insurance — CSR Training Deck: Elder Abuse/Financial Exploitation", "rationale": "Pattern B (Document). The deliverables are two PDFs: a ~10-page quick training deck and a second PDF with three realistic role-play scenarios. Stage 1 strictly enforces the exact file/section shape so downs...
4b98ccce-9e42-44e9-9115-6fc3e79de288
{ "category_name": "EMR Transition Data and Correspondence Package (Healthcare Admin)", "rationale": "Mixed-output task: the deliverable must include a specifically named Excel workbook with two mandated sheets and two professionally formatted correspondence letters (PDF/DOCX). Following the self-documenting philos...
8a7b6fca-60cc-4ae3-b649-971753cbf8b9
{ "category_name": "Manufacturing • Industrial Engineering • Process Map for Parcel Processing (Automation vs Manual)", "rationale": "Task Type: Pattern B (Document). Output: PDF process map. The rubric enforces a self-documenting shape first (Stage 1 LLM-only gate), then verifies logic and correctness with a mix o...
ec2fccc9-b7f6-4c73-bf51-896fdb433cec
{ "category_name": "Editors — SEO Blog (NFT Photography)", "rationale": "This rubric uses a self-documenting, staged approach. Stage 1 (LLM-only) strictly enforces deliverable shape so later verification is trivial. Stage 2 mixes light code checks (bounds, presence) with higher-weight LLM checks for correctness and...