Datasets:

ruslanmv
/

moc-rag-benchmark

+---
+license: apache-2.0
+language:
+- en
+pretty_name: "MoC-RAG Benchmark: Typed Context Routing for Agentic Memory"
+tags:
+- retrieval
+- rag
+- agent-memory
+- context-routing
+- mixture-of-contexts
+task_categories:
+- question-answering
+- sentence-similarity
+size_categories:
+- 1K<n<10K
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: splits/train.jsonl
+  - split: validation
+    path: splits/validation.jsonl
+  - split: test
+    path: splits/test.jsonl
+---
+# MoC-RAG Benchmark: Typed Context Routing for Agentic Memory
+A benchmark for evaluating whether **routed, typed context experts**
+(Mixture-of-Contexts RAG) improve retrieval and answer quality compared with
+**flat RAG**, under a fixed token budget.
+Version `0.1.0`.
+## Why this benchmark
+Flat RAG embeds everything into one index and retrieves nearest chunks for every
+query. MoC-RAG instead asks *which typed context experts should be searched
+first*, retrieves inside them, and assembles a token-budgeted, explainable pack.
+This dataset is built to test that claim where it should matter most: in the
+presence of **hard negatives** that flat RAG is tempted by but a router should
+avoid.
+## Contents
+| file | rows | description |
+|------|-----:|-------------|
+| `contexts.jsonl` | 1000 | typed context items (the memory store) |
+| `queries.jsonl`  | 600 | queries / tasks |
+| `gold.jsonl`     | 600 | gold, acceptable, and distractor labels |
+| `splits/*`       | — | train / validation / test query splits |
+- **8 experts:** user_memory, project_memory, document_rag, code_context, session_memory, decision_memory, policy_rules, tool_history
+- **10 context types:** fact, preference, goal, decision, rule, document, code, episode, summary, tool_result, profile
+- **6 domains:** project_architecture, user_persona, code_context, policy_rules, tool_session, document_rag
+## Hard negatives (5 kinds)
+Each gold fact is surrounded by:
+- `same_keyword_wrong_expert` — same salient keyword, different typed expert
+- `same_expert_wrong_scope` — a true fact, but for a different project/persona
+- `outdated_decision` — a superseded decision (low confidence, old timestamp)
+- `contradictory_memory` — a note asserting a conflicting value
+- `stale_session_note` — an old session mention with nothing decided
+## Query variants & robustness splits
+Every gold topic is phrased **five ways** (the `variant` field on each query),
+holding the gold label constant while varying lexical overlap and intent:
+`direct` (keyword-aligned) · `paraphrased` · `underspecified` · `cross_expert` ·
+`adversarial` (embeds a misleading term that lexically matches the contradictory
+hard negative).
+Beyond `train` / `validation` / `test`, three **parallel** test splits phrase the
+same test topics three ways so robustness to lexical noise can be measured
+directly: `test_keyword`, `test_paraphrased`, `test_adversarial`. A retriever
+that scores well on `test_keyword` but degrades on `test_adversarial` is brittle
+to paraphrase and misleading keywords.
+## Schema
+`contexts.jsonl`
+```json
+{"context_id": "ctx_000000", "expert": "decision_memory", "type": "decision",
+ "scope": "project:matrix-context", "content": "...", "tags": ["..."],
+ "importance": 0.95, "confidence": 0.92, "source": "synthetic_gold",
+ "created_at": "2026-06-04T10:00:00Z", "role": "gold"}
+```
+`queries.jsonl`
+```json
+{"query_id": "q_000000", "query": "...", "task_type": "architecture_recall",
+ "expected_experts": ["decision_memory", "project_memory"],
+ "scope": "project:matrix-context", "difficulty": "easy", "domain": "..."}
+```
+`gold.jsonl`
+```json
+{"query_id": "q_000000", "gold_context_ids": ["ctx_000000"],
+ "acceptable_context_ids": ["ctx_000001"],
+ "distractor_context_ids": ["ctx_000002", "..."],
+ "gold_answer": "SQLite", "gold_citations": ["ctx_000000"]}
+```
+## Intended use
+Evaluate retrieval + context efficiency + answer quality for agentic memory.
+Report Recall@K, Precision@K, MRR, nDCG, distractor and token counts, useful
+context ratio, expert routing accuracy, and (optionally) grounded answer
+quality. Compare flat / BM25 / hybrid / metadata-filtered / reranked RAG against
+MoC-RAG with `top_experts in {1, 2, 3, all}`.
+## Limitations and bias
+The dataset is **synthetic** (template-generated, deterministic) and English
+only. It is designed to exercise the routing mechanism and tooling rigorously,
+not to make a strong general claim about real corpora; the roadmap is to grow it
+toward human-reviewed, real long-horizon memory. Synthetic facts about named
+projects are illustrative, not authoritative.
+## License
+Apache-2.0.
+## Citation
+```
+@software{moc_rag_benchmark,
+  title = {MoC-RAG Benchmark: Typed Context Routing for Agentic Memory},
+  author = {Magana Vsevolodovna, Ruslan},
+  year = {2026},
+  url = {https://github.com/agent-matrix/matrix-context}
+}
+```

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dataset_infos.json ADDED Viewed

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+{
+  "benchmark_version": "0.1.0",
+  "counts": {
+    "contexts": 1000,
+    "queries": 600,
+    "gold": 600,
+    "experts": 8,
+    "types": 10,
+    "domains": 6,
+    "variants": 5,
+    "train": 360,
+    "validation": 120,
+    "test": 120,
+    "test_keyword": 24,
+    "test_paraphrased": 48,
+    "test_adversarial": 48,
+    "hard_negatives": 5
+  }
+}

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queries.jsonl ADDED Viewed

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splits/test.jsonl ADDED Viewed

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+{"query_id": "q_000015", "query": "What is the default storage backend in agent-generator?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "easy", "domain": "project_architecture", "topic": "t_0003", "variant": "direct"}
+{"query_id": "q_000016", "query": "For agent-generator, what does the team rely on for local persistence out of the box?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0003", "variant": "paraphrased"}
+{"query_id": "q_000017", "query": "What does agent-generator keep its data in?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0003", "variant": "underspecified"}
+{"query_id": "q_000018", "query": "Is there a documented decision about how agent-generator stores data on disk?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0003", "variant": "cross_expert"}
+{"query_id": "q_000019", "query": "Should agent-generator use Postgres as the required storage backend?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0003", "variant": "adversarial"}
+{"query_id": "q_000055", "query": "When will gitpilot add Milvus?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0011", "variant": "direct"}
+{"query_id": "q_000056", "query": "Which release of gitpilot postpones vector-database support?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0011", "variant": "paraphrased"}
+{"query_id": "q_000057", "query": "What got pushed back in gitpilot?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0011", "variant": "underspecified"}
+{"query_id": "q_000058", "query": "Is there a roadmap decision about scaling storage in gitpilot?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0011", "variant": "cross_expert"}
+{"query_id": "q_000059", "query": "Is Milvus required in gitpilot v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0011", "variant": "adversarial"}
+{"query_id": "q_000070", "query": "When will ruslanmv-web add Milvus?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0014", "variant": "direct"}
+{"query_id": "q_000071", "query": "Which release of ruslanmv-web postpones vector-database support?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0014", "variant": "paraphrased"}
+{"query_id": "q_000072", "query": "What got pushed back in ruslanmv-web?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0014", "variant": "underspecified"}
+{"query_id": "q_000073", "query": "Is there a roadmap decision about scaling storage in ruslanmv-web?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0014", "variant": "cross_expert"}
+{"query_id": "q_000074", "query": "Is Milvus required in ruslanmv-web v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0014", "variant": "adversarial"}
+{"query_id": "q_000075", "query": "What does the secretary prefer for local vs cloud tools?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "easy", "domain": "user_persona", "topic": "t_0015", "variant": "direct"}
+{"query_id": "q_000076", "query": "When the secretary picks tooling, which way does it lean?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "medium", "domain": "user_persona", "topic": "t_0015", "variant": "paraphrased"}
+{"query_id": "q_000077", "query": "What are the secretary's tool preferences?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "hard", "domain": "user_persona", "topic": "t_0015", "variant": "underspecified"}
+{"query_id": "q_000078", "query": "Any profile note on how the secretary treats hosted services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "medium", "domain": "user_persona", "topic": "t_0015", "variant": "cross_expert"}
+{"query_id": "q_000079", "query": "Does the secretary prefer cloud-first managed cloud services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "hard", "domain": "user_persona", "topic": "t_0015", "variant": "adversarial"}
+{"query_id": "q_000120", "query": "What tone should the concierge use?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "easy", "domain": "user_persona", "topic": "t_0024", "variant": "direct"}
+{"query_id": "q_000121", "query": "How should replies to the concierge come across in style?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "medium", "domain": "user_persona", "topic": "t_0024", "variant": "paraphrased"}
+{"query_id": "q_000122", "query": "How should the concierge sound?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "hard", "domain": "user_persona", "topic": "t_0024", "variant": "underspecified"}
+{"query_id": "q_000123", "query": "Is the concierge's communication style recorded anywhere?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "medium", "domain": "user_persona", "topic": "t_0024", "variant": "cross_expert"}
+{"query_id": "q_000124", "query": "Should the concierge be terse and blunt?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "hard", "domain": "user_persona", "topic": "t_0024", "variant": "adversarial"}
+{"query_id": "q_000150", "query": "Where is the cli implemented in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0030", "variant": "direct"}
+{"query_id": "q_000151", "query": "Which source file is responsible for cli behaviour in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0030", "variant": "paraphrased"}
+{"query_id": "q_000152", "query": "Where's the cli in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0030", "variant": "underspecified"}
+{"query_id": "q_000153", "query": "Point me to the module that handles cli for matrix-context.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0030", "variant": "cross_expert"}
+{"query_id": "q_000154", "query": "Is the cli for matrix-context defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0030", "variant": "adversarial"}
+{"query_id": "q_000165", "query": "Where is the store implemented in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0033", "variant": "direct"}
+{"query_id": "q_000166", "query": "Which source file is responsible for store behaviour in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0033", "variant": "paraphrased"}
+{"query_id": "q_000167", "query": "Where's the store in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0033", "variant": "underspecified"}
+{"query_id": "q_000168", "query": "Point me to the module that handles store for agent-generator.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0033", "variant": "cross_expert"}
+{"query_id": "q_000169", "query": "Is the store for agent-generator defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0033", "variant": "adversarial"}
+{"query_id": "q_000170", "query": "Where is the retrieval implemented in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0034", "variant": "direct"}
+{"query_id": "q_000171", "query": "Which source file is responsible for retrieval behaviour in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0034", "variant": "paraphrased"}
+{"query_id": "q_000172", "query": "Where's the retrieval in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0034", "variant": "underspecified"}
+{"query_id": "q_000173", "query": "Point me to the module that handles retrieval for agent-generator.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0034", "variant": "cross_expert"}
+{"query_id": "q_000174", "query": "Is the retrieval for agent-generator defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0034", "variant": "adversarial"}
+{"query_id": "q_000230", "query": "Where is the retrieval implemented in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0046", "variant": "direct"}
+{"query_id": "q_000231", "query": "Which source file is responsible for retrieval behaviour in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0046", "variant": "paraphrased"}
+{"query_id": "q_000232", "query": "Where's the retrieval in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0046", "variant": "underspecified"}
+{"query_id": "q_000233", "query": "Point me to the module that handles retrieval for gitpilot.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0046", "variant": "cross_expert"}
+{"query_id": "q_000234", "query": "Is the retrieval for gitpilot defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0046", "variant": "adversarial"}
+{"query_id": "q_000250", "query": "Where is the assembler implemented in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0050", "variant": "direct"}
+{"query_id": "q_000251", "query": "Which source file is responsible for assembler behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0050", "variant": "paraphrased"}
+{"query_id": "q_000252", "query": "Where's the assembler in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0050", "variant": "underspecified"}
+{"query_id": "q_000253", "query": "Point me to the module that handles assembler for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0050", "variant": "cross_expert"}
+{"query_id": "q_000254", "query": "Is the assembler for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0050", "variant": "adversarial"}
+{"query_id": "q_000260", "query": "Where is the retrieval implemented in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0052", "variant": "direct"}
+{"query_id": "q_000261", "query": "Which source file is responsible for retrieval behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0052", "variant": "paraphrased"}
+{"query_id": "q_000262", "query": "Where's the retrieval in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0052", "variant": "underspecified"}
+{"query_id": "q_000263", "query": "Point me to the module that handles retrieval for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0052", "variant": "cross_expert"}
+{"query_id": "q_000264", "query": "Is the retrieval for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0052", "variant": "adversarial"}
+{"query_id": "q_000300", "query": "Can the agent store PII in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0060", "variant": "direct"}
+{"query_id": "q_000301", "query": "How must agent-generator handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0060", "variant": "paraphrased"}
+{"query_id": "q_000302", "query": "What about PII in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0060", "variant": "underspecified"}
+{"query_id": "q_000303", "query": "Is there a rule covering PII for agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0060", "variant": "cross_expert"}
+{"query_id": "q_000304", "query": "Is agent-generator allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0060", "variant": "adversarial"}
+{"query_id": "q_000305", "query": "Can the agent store secrets in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0061", "variant": "direct"}
+{"query_id": "q_000306", "query": "How must agent-generator handle secrets when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0061", "variant": "paraphrased"}
+{"query_id": "q_000307", "query": "What about secrets in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0061", "variant": "underspecified"}
+{"query_id": "q_000308", "query": "Is there a rule covering secrets for agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0061", "variant": "cross_expert"}
+{"query_id": "q_000309", "query": "Is agent-generator allowed to store secrets freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0061", "variant": "adversarial"}
+{"query_id": "q_000320", "query": "Can the agent store PII in homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0064", "variant": "direct"}
+{"query_id": "q_000321", "query": "How must homepilot handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0064", "variant": "paraphrased"}
+{"query_id": "q_000322", "query": "What about PII in homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0064", "variant": "underspecified"}
+{"query_id": "q_000323", "query": "Is there a rule covering PII for homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0064", "variant": "cross_expert"}
+{"query_id": "q_000324", "query": "Is homepilot allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0064", "variant": "adversarial"}
+{"query_id": "q_000360", "query": "Can the agent store PII in ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0072", "variant": "direct"}
+{"query_id": "q_000361", "query": "How must ruslanmv-web handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0072", "variant": "paraphrased"}
+{"query_id": "q_000362", "query": "What about PII in ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0072", "variant": "underspecified"}
+{"query_id": "q_000363", "query": "Is there a rule covering PII for ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0072", "variant": "cross_expert"}
+{"query_id": "q_000364", "query": "Is ruslanmv-web allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0072", "variant": "adversarial"}
+{"query_id": "q_000400", "query": "What was the last experiments.runner result on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "easy", "domain": "tool_session", "topic": "t_0080", "variant": "direct"}
+{"query_id": "q_000401", "query": "How did the most recent experiments.runner check go for agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0080", "variant": "paraphrased"}
+{"query_id": "q_000402", "query": "How's experiments.runner on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0080", "variant": "underspecified"}
+{"query_id": "q_000403", "query": "Any tool-run record for experiments.runner on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0080", "variant": "cross_expert"}
+{"query_id": "q_000404", "query": "Did the last experiments.runner run on agent-generator end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0080", "variant": "adversarial"}
+{"query_id": "q_000415", "query": "What was the last eval.harness result on homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "easy", "domain": "tool_session", "topic": "t_0083", "variant": "direct"}
+{"query_id": "q_000416", "query": "How did the most recent eval.harness check go for homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0083", "variant": "paraphrased"}
+{"query_id": "q_000417", "query": "How's eval.harness on homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0083", "variant": "underspecified"}
+{"query_id": "q_000418", "query": "Any tool-run record for eval.harness on homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0083", "variant": "cross_expert"}
+{"query_id": "q_000419", "query": "Did the last eval.harness run on homepilot end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0083", "variant": "adversarial"}
+{"query_id": "q_000445", "query": "What was the last pytest result on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "easy", "domain": "tool_session", "topic": "t_0089", "variant": "direct"}
+{"query_id": "q_000446", "query": "How did the most recent pytest check go for gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0089", "variant": "paraphrased"}
+{"query_id": "q_000447", "query": "How's pytest on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0089", "variant": "underspecified"}
+{"query_id": "q_000448", "query": "Any tool-run record for pytest on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0089", "variant": "cross_expert"}
+{"query_id": "q_000449", "query": "Did the last pytest run on gitpilot end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0089", "variant": "adversarial"}
+{"query_id": "q_000450", "query": "What did we agree last session about gitpilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0090", "variant": "direct"}
+{"query_id": "q_000451", "query": "In our recent discussion on gitpilot, what was the agreed first deliverable?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0090", "variant": "paraphrased"}
+{"query_id": "q_000452", "query": "What did we say about gitpilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0090", "variant": "underspecified"}
+{"query_id": "q_000453", "query": "Is there a session note on gitpilot priorities?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0090", "variant": "cross_expert"}
+{"query_id": "q_000454", "query": "Did we agree to build the UI first for gitpilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0090", "variant": "adversarial"}
+{"query_id": "q_000495", "query": "What does the matrix-context whitepaper say in the positioning section?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "document_rag", "topic": "t_0099", "variant": "direct"}
+{"query_id": "q_000496", "query": "According to matrix-context's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "document_rag", "topic": "t_0099", "variant": "paraphrased"}
+{"query_id": "q_000497", "query": "What's in the matrix-context positioning part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "document_rag", "topic": "t_0099", "variant": "underspecified"}
+{"query_id": "q_000498", "query": "Does matrix-context's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "document_rag", "topic": "t_0099", "variant": "cross_expert"}
+{"query_id": "q_000499", "query": "Does the matrix-context whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "document_rag", "topic": "t_0099", "variant": "adversarial"}
+{"query_id": "q_000510", "query": "What does the agent-generator whitepaper say in the limitations section?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0102", "variant": "direct"}
+{"query_id": "q_000511", "query": "According to agent-generator's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0102", "variant": "paraphrased"}
+{"query_id": "q_000512", "query": "What's in the agent-generator limitations part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0102", "variant": "underspecified"}
+{"query_id": "q_000513", "query": "Does agent-generator's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0102", "variant": "cross_expert"}
+{"query_id": "q_000514", "query": "Does the agent-generator whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0102", "variant": "adversarial"}
+{"query_id": "q_000515", "query": "What does the agent-generator whitepaper say in the results section?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0103", "variant": "direct"}
+{"query_id": "q_000516", "query": "According to agent-generator's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0103", "variant": "paraphrased"}
+{"query_id": "q_000517", "query": "What's in the agent-generator results part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0103", "variant": "underspecified"}
+{"query_id": "q_000518", "query": "Does agent-generator's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0103", "variant": "cross_expert"}
+{"query_id": "q_000519", "query": "Does the agent-generator whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0103", "variant": "adversarial"}
+{"query_id": "q_000530", "query": "What does the homepilot whitepaper say in the method section?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0106", "variant": "direct"}
+{"query_id": "q_000531", "query": "According to homepilot's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0106", "variant": "paraphrased"}
+{"query_id": "q_000532", "query": "What's in the homepilot method part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0106", "variant": "underspecified"}
+{"query_id": "q_000533", "query": "Does homepilot's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0106", "variant": "cross_expert"}
+{"query_id": "q_000534", "query": "Does the homepilot whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0106", "variant": "adversarial"}
+{"query_id": "q_000550", "query": "What does the gitpilot whitepaper say in the abstract section?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0110", "variant": "direct"}
+{"query_id": "q_000551", "query": "According to gitpilot's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0110", "variant": "paraphrased"}
+{"query_id": "q_000552", "query": "What's in the gitpilot abstract part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0110", "variant": "underspecified"}
+{"query_id": "q_000553", "query": "Does gitpilot's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0110", "variant": "cross_expert"}
+{"query_id": "q_000554", "query": "Does the gitpilot whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0110", "variant": "adversarial"}

splits/test_adversarial.jsonl ADDED Viewed

	@@ -0,0 +1,48 @@

+{"query_id": "q_000018", "query": "Is there a documented decision about how agent-generator stores data on disk?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0003", "variant": "cross_expert"}
+{"query_id": "q_000019", "query": "Should agent-generator use Postgres as the required storage backend?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0003", "variant": "adversarial"}
+{"query_id": "q_000058", "query": "Is there a roadmap decision about scaling storage in gitpilot?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0011", "variant": "cross_expert"}
+{"query_id": "q_000059", "query": "Is Milvus required in gitpilot v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0011", "variant": "adversarial"}
+{"query_id": "q_000073", "query": "Is there a roadmap decision about scaling storage in ruslanmv-web?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0014", "variant": "cross_expert"}
+{"query_id": "q_000074", "query": "Is Milvus required in ruslanmv-web v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0014", "variant": "adversarial"}
+{"query_id": "q_000078", "query": "Any profile note on how the secretary treats hosted services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "medium", "domain": "user_persona", "topic": "t_0015", "variant": "cross_expert"}
+{"query_id": "q_000079", "query": "Does the secretary prefer cloud-first managed cloud services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "hard", "domain": "user_persona", "topic": "t_0015", "variant": "adversarial"}
+{"query_id": "q_000123", "query": "Is the concierge's communication style recorded anywhere?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "medium", "domain": "user_persona", "topic": "t_0024", "variant": "cross_expert"}
+{"query_id": "q_000124", "query": "Should the concierge be terse and blunt?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "hard", "domain": "user_persona", "topic": "t_0024", "variant": "adversarial"}
+{"query_id": "q_000153", "query": "Point me to the module that handles cli for matrix-context.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0030", "variant": "cross_expert"}
+{"query_id": "q_000154", "query": "Is the cli for matrix-context defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0030", "variant": "adversarial"}
+{"query_id": "q_000168", "query": "Point me to the module that handles store for agent-generator.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0033", "variant": "cross_expert"}
+{"query_id": "q_000169", "query": "Is the store for agent-generator defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0033", "variant": "adversarial"}
+{"query_id": "q_000173", "query": "Point me to the module that handles retrieval for agent-generator.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0034", "variant": "cross_expert"}
+{"query_id": "q_000174", "query": "Is the retrieval for agent-generator defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0034", "variant": "adversarial"}
+{"query_id": "q_000233", "query": "Point me to the module that handles retrieval for gitpilot.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0046", "variant": "cross_expert"}
+{"query_id": "q_000234", "query": "Is the retrieval for gitpilot defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0046", "variant": "adversarial"}
+{"query_id": "q_000253", "query": "Point me to the module that handles assembler for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0050", "variant": "cross_expert"}
+{"query_id": "q_000254", "query": "Is the assembler for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0050", "variant": "adversarial"}
+{"query_id": "q_000263", "query": "Point me to the module that handles retrieval for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0052", "variant": "cross_expert"}
+{"query_id": "q_000264", "query": "Is the retrieval for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0052", "variant": "adversarial"}
+{"query_id": "q_000303", "query": "Is there a rule covering PII for agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0060", "variant": "cross_expert"}
+{"query_id": "q_000304", "query": "Is agent-generator allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0060", "variant": "adversarial"}
+{"query_id": "q_000308", "query": "Is there a rule covering secrets for agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0061", "variant": "cross_expert"}
+{"query_id": "q_000309", "query": "Is agent-generator allowed to store secrets freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0061", "variant": "adversarial"}
+{"query_id": "q_000323", "query": "Is there a rule covering PII for homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0064", "variant": "cross_expert"}
+{"query_id": "q_000324", "query": "Is homepilot allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0064", "variant": "adversarial"}
+{"query_id": "q_000363", "query": "Is there a rule covering PII for ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0072", "variant": "cross_expert"}
+{"query_id": "q_000364", "query": "Is ruslanmv-web allowed to store PII freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0072", "variant": "adversarial"}
+{"query_id": "q_000403", "query": "Any tool-run record for experiments.runner on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0080", "variant": "cross_expert"}
+{"query_id": "q_000404", "query": "Did the last experiments.runner run on agent-generator end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0080", "variant": "adversarial"}
+{"query_id": "q_000418", "query": "Any tool-run record for eval.harness on homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0083", "variant": "cross_expert"}
+{"query_id": "q_000419", "query": "Did the last eval.harness run on homepilot end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0083", "variant": "adversarial"}
+{"query_id": "q_000448", "query": "Any tool-run record for pytest on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0089", "variant": "cross_expert"}
+{"query_id": "q_000449", "query": "Did the last pytest run on gitpilot end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0089", "variant": "adversarial"}
+{"query_id": "q_000453", "query": "Is there a session note on gitpilot priorities?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0090", "variant": "cross_expert"}
+{"query_id": "q_000454", "query": "Did we agree to build the UI first for gitpilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0090", "variant": "adversarial"}
+{"query_id": "q_000498", "query": "Does matrix-context's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "document_rag", "topic": "t_0099", "variant": "cross_expert"}
+{"query_id": "q_000499", "query": "Does the matrix-context whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "document_rag", "topic": "t_0099", "variant": "adversarial"}
+{"query_id": "q_000513", "query": "Does agent-generator's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0102", "variant": "cross_expert"}
+{"query_id": "q_000514", "query": "Does the agent-generator whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0102", "variant": "adversarial"}
+{"query_id": "q_000518", "query": "Does agent-generator's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0103", "variant": "cross_expert"}
+{"query_id": "q_000519", "query": "Does the agent-generator whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0103", "variant": "adversarial"}
+{"query_id": "q_000533", "query": "Does homepilot's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0106", "variant": "cross_expert"}
+{"query_id": "q_000534", "query": "Does the homepilot whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0106", "variant": "adversarial"}
+{"query_id": "q_000553", "query": "Does gitpilot's documentation report a distractor result?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0110", "variant": "cross_expert"}
+{"query_id": "q_000554", "query": "Does the gitpilot whitepaper claim routing increases recall?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0110", "variant": "adversarial"}

splits/test_adversarial_gold.jsonl ADDED Viewed

	@@ -0,0 +1,48 @@

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splits/test_gold.jsonl ADDED Viewed

	@@ -0,0 +1,120 @@

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splits/test_keyword.jsonl ADDED Viewed

	@@ -0,0 +1,24 @@

+{"query_id": "q_000015", "query": "What is the default storage backend in agent-generator?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "easy", "domain": "project_architecture", "topic": "t_0003", "variant": "direct"}
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splits/test_keyword_gold.jsonl ADDED Viewed

	@@ -0,0 +1,24 @@

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+{"query_id": "q_000550", "gold_context_ids": ["ctx_000770"], "acceptable_context_ids": ["ctx_000771"], "distractor_context_ids": ["ctx_000772", "ctx_000773", "ctx_000774", "ctx_000775", "ctx_000776"], "gold_answer": "cuts distractors at equal recall", "gold_citations": ["ctx_000770"]}

splits/test_paraphrased.jsonl ADDED Viewed

	@@ -0,0 +1,48 @@

+{"query_id": "q_000016", "query": "For agent-generator, what does the team rely on for local persistence out of the box?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0003", "variant": "paraphrased"}
+{"query_id": "q_000017", "query": "What does agent-generator keep its data in?", "task_type": "architecture_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0003", "variant": "underspecified"}
+{"query_id": "q_000056", "query": "Which release of gitpilot postpones vector-database support?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0011", "variant": "paraphrased"}
+{"query_id": "q_000057", "query": "What got pushed back in gitpilot?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0011", "variant": "underspecified"}
+{"query_id": "q_000071", "query": "Which release of ruslanmv-web postpones vector-database support?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0014", "variant": "paraphrased"}
+{"query_id": "q_000072", "query": "What got pushed back in ruslanmv-web?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0014", "variant": "underspecified"}
+{"query_id": "q_000076", "query": "When the secretary picks tooling, which way does it lean?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "medium", "domain": "user_persona", "topic": "t_0015", "variant": "paraphrased"}
+{"query_id": "q_000077", "query": "What are the secretary's tool preferences?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:secretary", "difficulty": "hard", "domain": "user_persona", "topic": "t_0015", "variant": "underspecified"}
+{"query_id": "q_000121", "query": "How should replies to the concierge come across in style?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "medium", "domain": "user_persona", "topic": "t_0024", "variant": "paraphrased"}
+{"query_id": "q_000122", "query": "How should the concierge sound?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:concierge", "difficulty": "hard", "domain": "user_persona", "topic": "t_0024", "variant": "underspecified"}
+{"query_id": "q_000151", "query": "Which source file is responsible for cli behaviour in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0030", "variant": "paraphrased"}
+{"query_id": "q_000152", "query": "Where's the cli in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0030", "variant": "underspecified"}
+{"query_id": "q_000166", "query": "Which source file is responsible for store behaviour in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0033", "variant": "paraphrased"}
+{"query_id": "q_000167", "query": "Where's the store in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0033", "variant": "underspecified"}
+{"query_id": "q_000171", "query": "Which source file is responsible for retrieval behaviour in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0034", "variant": "paraphrased"}
+{"query_id": "q_000172", "query": "Where's the retrieval in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0034", "variant": "underspecified"}
+{"query_id": "q_000231", "query": "Which source file is responsible for retrieval behaviour in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0046", "variant": "paraphrased"}
+{"query_id": "q_000232", "query": "Where's the retrieval in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0046", "variant": "underspecified"}
+{"query_id": "q_000251", "query": "Which source file is responsible for assembler behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0050", "variant": "paraphrased"}
+{"query_id": "q_000252", "query": "Where's the assembler in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0050", "variant": "underspecified"}
+{"query_id": "q_000261", "query": "Which source file is responsible for retrieval behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0052", "variant": "paraphrased"}
+{"query_id": "q_000262", "query": "Where's the retrieval in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0052", "variant": "underspecified"}
+{"query_id": "q_000301", "query": "How must agent-generator handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0060", "variant": "paraphrased"}
+{"query_id": "q_000302", "query": "What about PII in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0060", "variant": "underspecified"}
+{"query_id": "q_000306", "query": "How must agent-generator handle secrets when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0061", "variant": "paraphrased"}
+{"query_id": "q_000307", "query": "What about secrets in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0061", "variant": "underspecified"}
+{"query_id": "q_000321", "query": "How must homepilot handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0064", "variant": "paraphrased"}
+{"query_id": "q_000322", "query": "What about PII in homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0064", "variant": "underspecified"}
+{"query_id": "q_000361", "query": "How must ruslanmv-web handle PII when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0072", "variant": "paraphrased"}
+{"query_id": "q_000362", "query": "What about PII in ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0072", "variant": "underspecified"}
+{"query_id": "q_000401", "query": "How did the most recent experiments.runner check go for agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0080", "variant": "paraphrased"}
+{"query_id": "q_000402", "query": "How's experiments.runner on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0080", "variant": "underspecified"}
+{"query_id": "q_000416", "query": "How did the most recent eval.harness check go for homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0083", "variant": "paraphrased"}
+{"query_id": "q_000417", "query": "How's eval.harness on homepilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0083", "variant": "underspecified"}
+{"query_id": "q_000446", "query": "How did the most recent pytest check go for gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0089", "variant": "paraphrased"}
+{"query_id": "q_000447", "query": "How's pytest on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0089", "variant": "underspecified"}
+{"query_id": "q_000451", "query": "In our recent discussion on gitpilot, what was the agreed first deliverable?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0090", "variant": "paraphrased"}
+{"query_id": "q_000452", "query": "What did we say about gitpilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0090", "variant": "underspecified"}
+{"query_id": "q_000496", "query": "According to matrix-context's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "document_rag", "topic": "t_0099", "variant": "paraphrased"}
+{"query_id": "q_000497", "query": "What's in the matrix-context positioning part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "document_rag", "topic": "t_0099", "variant": "underspecified"}
+{"query_id": "q_000511", "query": "According to agent-generator's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0102", "variant": "paraphrased"}
+{"query_id": "q_000512", "query": "What's in the agent-generator limitations part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0102", "variant": "underspecified"}
+{"query_id": "q_000516", "query": "According to agent-generator's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "document_rag", "topic": "t_0103", "variant": "paraphrased"}
+{"query_id": "q_000517", "query": "What's in the agent-generator results part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "document_rag", "topic": "t_0103", "variant": "underspecified"}
+{"query_id": "q_000531", "query": "According to homepilot's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0106", "variant": "paraphrased"}
+{"query_id": "q_000532", "query": "What's in the homepilot method part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:homepilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0106", "variant": "underspecified"}
+{"query_id": "q_000551", "query": "According to gitpilot's paper, what is the effect of routed typed context on noise?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "document_rag", "topic": "t_0110", "variant": "paraphrased"}
+{"query_id": "q_000552", "query": "What's in the gitpilot abstract part?", "task_type": "document_qa", "expected_experts": ["document_rag"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "document_rag", "topic": "t_0110", "variant": "underspecified"}

splits/test_paraphrased_gold.jsonl ADDED Viewed

	@@ -0,0 +1,48 @@

+{"query_id": "q_000016", "gold_context_ids": ["ctx_000021"], "acceptable_context_ids": ["ctx_000022"], "distractor_context_ids": ["ctx_000023", "ctx_000024", "ctx_000025", "ctx_000026", "ctx_000027"], "gold_answer": "SQLite", "gold_citations": ["ctx_000021"]}
+{"query_id": "q_000017", "gold_context_ids": ["ctx_000021"], "acceptable_context_ids": ["ctx_000022"], "distractor_context_ids": ["ctx_000023", "ctx_000024", "ctx_000025", "ctx_000026", "ctx_000027"], "gold_answer": "SQLite", "gold_citations": ["ctx_000021"]}
+{"query_id": "q_000056", "gold_context_ids": ["ctx_000077"], "acceptable_context_ids": ["ctx_000078"], "distractor_context_ids": ["ctx_000079", "ctx_000080", "ctx_000081", "ctx_000082", "ctx_000083"], "gold_answer": "v2", "gold_citations": ["ctx_000077"]}
+{"query_id": "q_000057", "gold_context_ids": ["ctx_000077"], "acceptable_context_ids": ["ctx_000078"], "distractor_context_ids": ["ctx_000079", "ctx_000080", "ctx_000081", "ctx_000082", "ctx_000083"], "gold_answer": "v2", "gold_citations": ["ctx_000077"]}
+{"query_id": "q_000071", "gold_context_ids": ["ctx_000098"], "acceptable_context_ids": ["ctx_000099"], "distractor_context_ids": ["ctx_000100", "ctx_000101", "ctx_000102", "ctx_000103", "ctx_000104"], "gold_answer": "v2", "gold_citations": ["ctx_000098"]}
+{"query_id": "q_000072", "gold_context_ids": ["ctx_000098"], "acceptable_context_ids": ["ctx_000099"], "distractor_context_ids": ["ctx_000100", "ctx_000101", "ctx_000102", "ctx_000103", "ctx_000104"], "gold_answer": "v2", "gold_citations": ["ctx_000098"]}
+{"query_id": "q_000076", "gold_context_ids": ["ctx_000105"], "acceptable_context_ids": ["ctx_000106"], "distractor_context_ids": ["ctx_000107", "ctx_000108", "ctx_000109", "ctx_000110", "ctx_000111"], "gold_answer": "local-first", "gold_citations": ["ctx_000105"]}
+{"query_id": "q_000077", "gold_context_ids": ["ctx_000105"], "acceptable_context_ids": ["ctx_000106"], "distractor_context_ids": ["ctx_000107", "ctx_000108", "ctx_000109", "ctx_000110", "ctx_000111"], "gold_answer": "local-first", "gold_citations": ["ctx_000105"]}
+{"query_id": "q_000121", "gold_context_ids": ["ctx_000168"], "acceptable_context_ids": ["ctx_000169"], "distractor_context_ids": ["ctx_000170", "ctx_000171", "ctx_000172", "ctx_000173", "ctx_000174"], "gold_answer": "warm, professional", "gold_citations": ["ctx_000168"]}
+{"query_id": "q_000122", "gold_context_ids": ["ctx_000168"], "acceptable_context_ids": ["ctx_000169"], "distractor_context_ids": ["ctx_000170", "ctx_000171", "ctx_000172", "ctx_000173", "ctx_000174"], "gold_answer": "warm, professional", "gold_citations": ["ctx_000168"]}
+{"query_id": "q_000151", "gold_context_ids": ["ctx_000210"], "acceptable_context_ids": ["ctx_000211"], "distractor_context_ids": ["ctx_000212", "ctx_000213", "ctx_000214", "ctx_000215", "ctx_000216"], "gold_answer": "src/matrix_context/cli.py", "gold_citations": ["ctx_000210"]}
+{"query_id": "q_000152", "gold_context_ids": ["ctx_000210"], "acceptable_context_ids": ["ctx_000211"], "distractor_context_ids": ["ctx_000212", "ctx_000213", "ctx_000214", "ctx_000215", "ctx_000216"], "gold_answer": "src/matrix_context/cli.py", "gold_citations": ["ctx_000210"]}
+{"query_id": "q_000166", "gold_context_ids": ["ctx_000231"], "acceptable_context_ids": ["ctx_000232"], "distractor_context_ids": ["ctx_000233", "ctx_000234", "ctx_000235", "ctx_000236", "ctx_000237"], "gold_answer": "src/agent_generator/store.py", "gold_citations": ["ctx_000231"]}
+{"query_id": "q_000167", "gold_context_ids": ["ctx_000231"], "acceptable_context_ids": ["ctx_000232"], "distractor_context_ids": ["ctx_000233", "ctx_000234", "ctx_000235", "ctx_000236", "ctx_000237"], "gold_answer": "src/agent_generator/store.py", "gold_citations": ["ctx_000231"]}
+{"query_id": "q_000171", "gold_context_ids": ["ctx_000238"], "acceptable_context_ids": ["ctx_000239"], "distractor_context_ids": ["ctx_000240", "ctx_000241", "ctx_000242", "ctx_000243", "ctx_000244"], "gold_answer": "src/agent_generator/retrieval.py", "gold_citations": ["ctx_000238"]}
+{"query_id": "q_000172", "gold_context_ids": ["ctx_000238"], "acceptable_context_ids": ["ctx_000239"], "distractor_context_ids": ["ctx_000240", "ctx_000241", "ctx_000242", "ctx_000243", "ctx_000244"], "gold_answer": "src/agent_generator/retrieval.py", "gold_citations": ["ctx_000238"]}
+{"query_id": "q_000231", "gold_context_ids": ["ctx_000322"], "acceptable_context_ids": ["ctx_000323"], "distractor_context_ids": ["ctx_000324", "ctx_000325", "ctx_000326", "ctx_000327", "ctx_000328"], "gold_answer": "src/gitpilot/retrieval.py", "gold_citations": ["ctx_000322"]}
+{"query_id": "q_000232", "gold_context_ids": ["ctx_000322"], "acceptable_context_ids": ["ctx_000323"], "distractor_context_ids": ["ctx_000324", "ctx_000325", "ctx_000326", "ctx_000327", "ctx_000328"], "gold_answer": "src/gitpilot/retrieval.py", "gold_citations": ["ctx_000322"]}
+{"query_id": "q_000251", "gold_context_ids": ["ctx_000350"], "acceptable_context_ids": ["ctx_000351"], "distractor_context_ids": ["ctx_000352", "ctx_000353", "ctx_000354", "ctx_000355", "ctx_000356"], "gold_answer": "src/ruslanmv_web/assembler.py", "gold_citations": ["ctx_000350"]}
+{"query_id": "q_000252", "gold_context_ids": ["ctx_000350"], "acceptable_context_ids": ["ctx_000351"], "distractor_context_ids": ["ctx_000352", "ctx_000353", "ctx_000354", "ctx_000355", "ctx_000356"], "gold_answer": "src/ruslanmv_web/assembler.py", "gold_citations": ["ctx_000350"]}
+{"query_id": "q_000261", "gold_context_ids": ["ctx_000364"], "acceptable_context_ids": ["ctx_000365"], "distractor_context_ids": ["ctx_000366", "ctx_000367", "ctx_000368", "ctx_000369", "ctx_000370"], "gold_answer": "src/ruslanmv_web/retrieval.py", "gold_citations": ["ctx_000364"]}
+{"query_id": "q_000262", "gold_context_ids": ["ctx_000364"], "acceptable_context_ids": ["ctx_000365"], "distractor_context_ids": ["ctx_000366", "ctx_000367", "ctx_000368", "ctx_000369", "ctx_000370"], "gold_answer": "src/ruslanmv_web/retrieval.py", "gold_citations": ["ctx_000364"]}
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+{"query_id": "q_000302", "gold_context_ids": ["ctx_000420"], "acceptable_context_ids": ["ctx_000421"], "distractor_context_ids": ["ctx_000422", "ctx_000423", "ctx_000424", "ctx_000425", "ctx_000426"], "gold_answer": "never store PII", "gold_citations": ["ctx_000420"]}
+{"query_id": "q_000306", "gold_context_ids": ["ctx_000427"], "acceptable_context_ids": ["ctx_000428"], "distractor_context_ids": ["ctx_000429", "ctx_000430", "ctx_000431", "ctx_000432", "ctx_000433"], "gold_answer": "never store secrets", "gold_citations": ["ctx_000427"]}
+{"query_id": "q_000307", "gold_context_ids": ["ctx_000427"], "acceptable_context_ids": ["ctx_000428"], "distractor_context_ids": ["ctx_000429", "ctx_000430", "ctx_000431", "ctx_000432", "ctx_000433"], "gold_answer": "never store secrets", "gold_citations": ["ctx_000427"]}
+{"query_id": "q_000321", "gold_context_ids": ["ctx_000448"], "acceptable_context_ids": ["ctx_000449"], "distractor_context_ids": ["ctx_000450", "ctx_000451", "ctx_000452", "ctx_000453", "ctx_000454"], "gold_answer": "never store PII", "gold_citations": ["ctx_000448"]}
+{"query_id": "q_000322", "gold_context_ids": ["ctx_000448"], "acceptable_context_ids": ["ctx_000449"], "distractor_context_ids": ["ctx_000450", "ctx_000451", "ctx_000452", "ctx_000453", "ctx_000454"], "gold_answer": "never store PII", "gold_citations": ["ctx_000448"]}
+{"query_id": "q_000361", "gold_context_ids": ["ctx_000504"], "acceptable_context_ids": ["ctx_000505"], "distractor_context_ids": ["ctx_000506", "ctx_000507", "ctx_000508", "ctx_000509", "ctx_000510"], "gold_answer": "never store PII", "gold_citations": ["ctx_000504"]}
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splits/validation.jsonl ADDED Viewed

	@@ -0,0 +1,120 @@

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+{"query_id": "q_000013", "query": "Is there a roadmap decision about scaling storage in matrix-context?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0002", "variant": "cross_expert"}
+{"query_id": "q_000014", "query": "Is Milvus required in matrix-context v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0002", "variant": "adversarial"}
+{"query_id": "q_000025", "query": "When will agent-generator add Milvus?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0005", "variant": "direct"}
+{"query_id": "q_000026", "query": "Which release of agent-generator postpones vector-database support?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0005", "variant": "paraphrased"}
+{"query_id": "q_000027", "query": "What got pushed back in agent-generator?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0005", "variant": "underspecified"}
+{"query_id": "q_000028", "query": "Is there a roadmap decision about scaling storage in agent-generator?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "project_architecture", "topic": "t_0005", "variant": "cross_expert"}
+{"query_id": "q_000029", "query": "Is Milvus required in agent-generator v1?", "task_type": "roadmap_recall", "expected_experts": ["decision_memory", "project_memory"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "project_architecture", "topic": "t_0005", "variant": "adversarial"}
+{"query_id": "q_000095", "query": "What does the coach prefer for local vs cloud tools?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "easy", "domain": "user_persona", "topic": "t_0019", "variant": "direct"}
+{"query_id": "q_000096", "query": "When the coach picks tooling, which way does it lean?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "medium", "domain": "user_persona", "topic": "t_0019", "variant": "paraphrased"}
+{"query_id": "q_000097", "query": "What are the coach's tool preferences?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "hard", "domain": "user_persona", "topic": "t_0019", "variant": "underspecified"}
+{"query_id": "q_000098", "query": "Any profile note on how the coach treats hosted services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "medium", "domain": "user_persona", "topic": "t_0019", "variant": "cross_expert"}
+{"query_id": "q_000099", "query": "Does the coach prefer cloud-first managed cloud services?", "task_type": "preference_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "hard", "domain": "user_persona", "topic": "t_0019", "variant": "adversarial"}
+{"query_id": "q_000100", "query": "What tone should the coach use?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "easy", "domain": "user_persona", "topic": "t_0020", "variant": "direct"}
+{"query_id": "q_000101", "query": "How should replies to the coach come across in style?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "medium", "domain": "user_persona", "topic": "t_0020", "variant": "paraphrased"}
+{"query_id": "q_000102", "query": "How should the coach sound?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "hard", "domain": "user_persona", "topic": "t_0020", "variant": "underspecified"}
+{"query_id": "q_000103", "query": "Is the coach's communication style recorded anywhere?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "medium", "domain": "user_persona", "topic": "t_0020", "variant": "cross_expert"}
+{"query_id": "q_000104", "query": "Should the coach be terse and blunt?", "task_type": "profile_recall", "expected_experts": ["user_memory"], "scope": "persona:coach", "difficulty": "hard", "domain": "user_persona", "topic": "t_0020", "variant": "adversarial"}
+{"query_id": "q_000145", "query": "Where is the embedder implemented in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0029", "variant": "direct"}
+{"query_id": "q_000146", "query": "Which source file is responsible for embedder behaviour in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0029", "variant": "paraphrased"}
+{"query_id": "q_000147", "query": "Where's the embedder in matrix-context?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0029", "variant": "underspecified"}
+{"query_id": "q_000148", "query": "Point me to the module that handles embedder for matrix-context.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "medium", "domain": "code_context", "topic": "t_0029", "variant": "cross_expert"}
+{"query_id": "q_000149", "query": "Is the embedder for matrix-context defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:matrix-context", "difficulty": "hard", "domain": "code_context", "topic": "t_0029", "variant": "adversarial"}
+{"query_id": "q_000160", "query": "Where is the assembler implemented in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0032", "variant": "direct"}
+{"query_id": "q_000161", "query": "Which source file is responsible for assembler behaviour in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0032", "variant": "paraphrased"}
+{"query_id": "q_000162", "query": "Where's the assembler in agent-generator?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0032", "variant": "underspecified"}
+{"query_id": "q_000163", "query": "Point me to the module that handles assembler for agent-generator.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "code_context", "topic": "t_0032", "variant": "cross_expert"}
+{"query_id": "q_000164", "query": "Is the assembler for agent-generator defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "code_context", "topic": "t_0032", "variant": "adversarial"}
+{"query_id": "q_000225", "query": "Where is the store implemented in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0045", "variant": "direct"}
+{"query_id": "q_000226", "query": "Which source file is responsible for store behaviour in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0045", "variant": "paraphrased"}
+{"query_id": "q_000227", "query": "Where's the store in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0045", "variant": "underspecified"}
+{"query_id": "q_000228", "query": "Point me to the module that handles store for gitpilot.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0045", "variant": "cross_expert"}
+{"query_id": "q_000229", "query": "Is the store for gitpilot defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0045", "variant": "adversarial"}
+{"query_id": "q_000235", "query": "Where is the embedder implemented in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0047", "variant": "direct"}
+{"query_id": "q_000236", "query": "Which source file is responsible for embedder behaviour in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0047", "variant": "paraphrased"}
+{"query_id": "q_000237", "query": "Where's the embedder in gitpilot?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0047", "variant": "underspecified"}
+{"query_id": "q_000238", "query": "Point me to the module that handles embedder for gitpilot.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "code_context", "topic": "t_0047", "variant": "cross_expert"}
+{"query_id": "q_000239", "query": "Is the embedder for gitpilot defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "code_context", "topic": "t_0047", "variant": "adversarial"}
+{"query_id": "q_000245", "query": "Where is the router implemented in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0049", "variant": "direct"}
+{"query_id": "q_000246", "query": "Which source file is responsible for router behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0049", "variant": "paraphrased"}
+{"query_id": "q_000247", "query": "Where's the router in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0049", "variant": "underspecified"}
+{"query_id": "q_000248", "query": "Point me to the module that handles router for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0049", "variant": "cross_expert"}
+{"query_id": "q_000249", "query": "Is the router for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0049", "variant": "adversarial"}
+{"query_id": "q_000255", "query": "Where is the store implemented in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0051", "variant": "direct"}
+{"query_id": "q_000256", "query": "Which source file is responsible for store behaviour in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0051", "variant": "paraphrased"}
+{"query_id": "q_000257", "query": "Where's the store in ruslanmv-web?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0051", "variant": "underspecified"}
+{"query_id": "q_000258", "query": "Point me to the module that handles store for ruslanmv-web.", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "code_context", "topic": "t_0051", "variant": "cross_expert"}
+{"query_id": "q_000259", "query": "Is the store for ruslanmv-web defined in a notebook?", "task_type": "code_locate", "expected_experts": ["code_context"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "code_context", "topic": "t_0051", "variant": "adversarial"}
+{"query_id": "q_000295", "query": "Can the agent store API keys in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0059", "variant": "direct"}
+{"query_id": "q_000296", "query": "How must agent-generator handle API keys when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0059", "variant": "paraphrased"}
+{"query_id": "q_000297", "query": "What about API keys in agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0059", "variant": "underspecified"}
+{"query_id": "q_000298", "query": "Is there a rule covering API keys for agent-generator?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0059", "variant": "cross_expert"}
+{"query_id": "q_000299", "query": "Is agent-generator allowed to store API keys freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0059", "variant": "adversarial"}
+{"query_id": "q_000315", "query": "Can the agent store API keys in homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0063", "variant": "direct"}
+{"query_id": "q_000316", "query": "How must homepilot handle API keys when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0063", "variant": "paraphrased"}
+{"query_id": "q_000317", "query": "What about API keys in homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0063", "variant": "underspecified"}
+{"query_id": "q_000318", "query": "Is there a rule covering API keys for homepilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0063", "variant": "cross_expert"}
+{"query_id": "q_000319", "query": "Is homepilot allowed to store API keys freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:homepilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0063", "variant": "adversarial"}
+{"query_id": "q_000350", "query": "Can the agent store audit logs in gitpilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0070", "variant": "direct"}
+{"query_id": "q_000351", "query": "How must gitpilot handle audit logs when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0070", "variant": "paraphrased"}
+{"query_id": "q_000352", "query": "What about audit logs in gitpilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0070", "variant": "underspecified"}
+{"query_id": "q_000353", "query": "Is there a rule covering audit logs for gitpilot?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0070", "variant": "cross_expert"}
+{"query_id": "q_000354", "query": "Is gitpilot allowed to store audit logs freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0070", "variant": "adversarial"}
+{"query_id": "q_000365", "query": "Can the agent store secrets in ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0073", "variant": "direct"}
+{"query_id": "q_000366", "query": "How must ruslanmv-web handle secrets when persisting memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0073", "variant": "paraphrased"}
+{"query_id": "q_000367", "query": "What about secrets in ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0073", "variant": "underspecified"}
+{"query_id": "q_000368", "query": "Is there a rule covering secrets for ruslanmv-web?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "policy_rules", "topic": "t_0073", "variant": "cross_expert"}
+{"query_id": "q_000369", "query": "Is ruslanmv-web allowed to store secrets freely in durable memory?", "task_type": "policy_check", "expected_experts": ["policy_rules"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "policy_rules", "topic": "t_0073", "variant": "adversarial"}
+{"query_id": "q_000395", "query": "What was the last eval.harness result on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "easy", "domain": "tool_session", "topic": "t_0079", "variant": "direct"}
+{"query_id": "q_000396", "query": "How did the most recent eval.harness check go for agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0079", "variant": "paraphrased"}
+{"query_id": "q_000397", "query": "How's eval.harness on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0079", "variant": "underspecified"}
+{"query_id": "q_000398", "query": "Any tool-run record for eval.harness on agent-generator?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "medium", "domain": "tool_session", "topic": "t_0079", "variant": "cross_expert"}
+{"query_id": "q_000399", "query": "Did the last eval.harness run on agent-generator end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:agent-generator", "difficulty": "hard", "domain": "tool_session", "topic": "t_0079", "variant": "adversarial"}
+{"query_id": "q_000430", "query": "What did we agree last session about homepilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0086", "variant": "direct"}
+{"query_id": "q_000431", "query": "In our recent discussion on homepilot, what was the agreed first deliverable?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0086", "variant": "paraphrased"}
+{"query_id": "q_000432", "query": "What did we say about homepilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0086", "variant": "underspecified"}
+{"query_id": "q_000433", "query": "Is there a session note on homepilot priorities?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:homepilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0086", "variant": "cross_expert"}
+{"query_id": "q_000434", "query": "Did we agree to build the UI first for homepilot?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:homepilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0086", "variant": "adversarial"}
+{"query_id": "q_000440", "query": "What was the last experiments.runner result on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "easy", "domain": "tool_session", "topic": "t_0088", "variant": "direct"}
+{"query_id": "q_000441", "query": "How did the most recent experiments.runner check go for gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0088", "variant": "paraphrased"}
+{"query_id": "q_000442", "query": "How's experiments.runner on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0088", "variant": "underspecified"}
+{"query_id": "q_000443", "query": "Any tool-run record for experiments.runner on gitpilot?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "medium", "domain": "tool_session", "topic": "t_0088", "variant": "cross_expert"}
+{"query_id": "q_000444", "query": "Did the last experiments.runner run on gitpilot end up failing?", "task_type": "tool_recall", "expected_experts": ["tool_history"], "scope": "project:gitpilot", "difficulty": "hard", "domain": "tool_session", "topic": "t_0088", "variant": "adversarial"}
+{"query_id": "q_000470", "query": "What did we agree last session about ruslanmv-web?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "tool_session", "topic": "t_0094", "variant": "direct"}
+{"query_id": "q_000471", "query": "In our recent discussion on ruslanmv-web, what was the agreed first deliverable?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "tool_session", "topic": "t_0094", "variant": "paraphrased"}
+{"query_id": "q_000472", "query": "What did we say about ruslanmv-web?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:ruslanmv-web", "difficulty": "hard", "domain": "tool_session", "topic": "t_0094", "variant": "underspecified"}
+{"query_id": "q_000473", "query": "Is there a session note on ruslanmv-web priorities?", "task_type": "episodic_recall", "expected_experts": ["session_memory"], "scope": "project:ruslanmv-web", "difficulty": "medium", "domain": "tool_session", "topic": "t_0094", "variant": "cross_expert"}
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splits/validation_gold.jsonl ADDED Viewed

	@@ -0,0 +1,120 @@

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