query: What interfaces does matrix-context expose?

difficulty: easy

variant: direct


query: How are external AI clients supposed to connect to matrix-context's context layer?

difficulty: medium

variant: paraphrased


query: How do you talk to matrix-context?

difficulty: hard

variant: underspecified


query: Which integration surfaces are part of matrix-context's architecture?

difficulty: medium


query: Does matrix-context only provide a REST API only?

difficulty: hard

variant: adversarial


query: When will matrix-context add Milvus?

difficulty: medium

variant: direct


query: Which release of matrix-context postpones vector-database support?

difficulty: medium

variant: paraphrased


query: What got pushed back in matrix-context?

difficulty: hard

variant: underspecified


query: Is there a roadmap decision about scaling storage in matrix-context?

difficulty: medium


query: Is Milvus required in matrix-context v1?

difficulty: hard

variant: adversarial


query: When will agent-generator add Milvus?

difficulty: medium

variant: direct


query: Which release of agent-generator postpones vector-database support?

difficulty: medium

variant: paraphrased


query: What got pushed back in agent-generator?

difficulty: hard

variant: underspecified


query: Is there a roadmap decision about scaling storage in agent-generator?

difficulty: medium


query: Is Milvus required in agent-generator v1?

difficulty: hard

variant: adversarial


query: What does the coach prefer for local vs cloud tools?

difficulty: easy

variant: direct


query: When the coach picks tooling, which way does it lean?

difficulty: medium

variant: paraphrased


query: What are the coach's tool preferences?

difficulty: hard

variant: underspecified


query: Any profile note on how the coach treats hosted services?

difficulty: medium


query: Does the coach prefer cloud-first managed cloud services?

difficulty: hard

variant: adversarial


query: What tone should the coach use?

difficulty: easy

variant: direct


query: How should replies to the coach come across in style?

difficulty: medium

variant: paraphrased


query: How should the coach sound?

difficulty: hard

variant: underspecified


query: Is the coach's communication style recorded anywhere?

difficulty: medium


query: Should the coach be terse and blunt?

difficulty: hard

variant: adversarial


query: Where is the embedder implemented in matrix-context?

difficulty: medium

variant: direct


query: Which source file is responsible for embedder behaviour in matrix-context?

difficulty: medium

variant: paraphrased


query: Where's the embedder in matrix-context?

difficulty: hard

variant: underspecified


query: Point me to the module that handles embedder for matrix-context.

difficulty: medium


query: Is the embedder for matrix-context defined in a notebook?

difficulty: hard

variant: adversarial


query: Where is the assembler implemented in agent-generator?

difficulty: medium

variant: direct


query: Which source file is responsible for assembler behaviour in agent-generator?

difficulty: medium

variant: paraphrased


query: Where's the assembler in agent-generator?

difficulty: hard

variant: underspecified


query: Point me to the module that handles assembler for agent-generator.

difficulty: medium


query: Is the assembler for agent-generator defined in a notebook?

difficulty: hard

variant: adversarial


query: Where is the store implemented in gitpilot?

difficulty: medium

variant: direct


query: Which source file is responsible for store behaviour in gitpilot?

difficulty: medium

variant: paraphrased


query: Where's the store in gitpilot?

difficulty: hard

variant: underspecified


query: Point me to the module that handles store for gitpilot.

difficulty: medium


query: Is the store for gitpilot defined in a notebook?

difficulty: hard

variant: adversarial


query: Where is the embedder implemented in gitpilot?

difficulty: medium

variant: direct


query: Which source file is responsible for embedder behaviour in gitpilot?

difficulty: medium

variant: paraphrased


query: Where's the embedder in gitpilot?

difficulty: hard

variant: underspecified


query: Point me to the module that handles embedder for gitpilot.

difficulty: medium


query: Is the embedder for gitpilot defined in a notebook?

difficulty: hard

variant: adversarial


query: Where is the router implemented in ruslanmv-web?

difficulty: medium

variant: direct


query: Which source file is responsible for router behaviour in ruslanmv-web?

difficulty: medium

variant: paraphrased


query: Where's the router in ruslanmv-web?

difficulty: hard

variant: underspecified


query: Point me to the module that handles router for ruslanmv-web.

difficulty: medium


query: Is the router for ruslanmv-web defined in a notebook?

difficulty: hard

variant: adversarial


query: Where is the store implemented in ruslanmv-web?

difficulty: medium

variant: direct


query: Which source file is responsible for store behaviour in ruslanmv-web?

difficulty: medium

variant: paraphrased


query: Where's the store in ruslanmv-web?

difficulty: hard

variant: underspecified


query: Point me to the module that handles store for ruslanmv-web.

difficulty: medium


query: Is the store for ruslanmv-web defined in a notebook?

difficulty: hard

variant: adversarial


query: Can the agent store API keys in agent-generator?

difficulty: medium

variant: direct


query: How must agent-generator handle API keys when persisting memory?

difficulty: medium

variant: paraphrased


query: What about API keys in agent-generator?

difficulty: hard

variant: underspecified


query: Is there a rule covering API keys for agent-generator?

difficulty: medium


query: Is agent-generator allowed to store API keys freely in durable memory?

difficulty: hard

variant: adversarial


query: Can the agent store API keys in homepilot?

difficulty: medium

variant: direct


query: How must homepilot handle API keys when persisting memory?

difficulty: medium

variant: paraphrased


query: What about API keys in homepilot?

difficulty: hard

variant: underspecified


query: Is there a rule covering API keys for homepilot?

difficulty: medium


query: Is homepilot allowed to store API keys freely in durable memory?

difficulty: hard

variant: adversarial


query: Can the agent store audit logs in gitpilot?

difficulty: medium

variant: direct


query: How must gitpilot handle audit logs when persisting memory?

difficulty: medium

variant: paraphrased


query: What about audit logs in gitpilot?

difficulty: hard

variant: underspecified


query: Is there a rule covering audit logs for gitpilot?

difficulty: medium


query: Is gitpilot allowed to store audit logs freely in durable memory?

difficulty: hard

variant: adversarial


query: Can the agent store secrets in ruslanmv-web?

difficulty: medium

variant: direct


query: How must ruslanmv-web handle secrets when persisting memory?

difficulty: medium

variant: paraphrased


query: What about secrets in ruslanmv-web?

difficulty: hard

variant: underspecified


query: Is there a rule covering secrets for ruslanmv-web?

difficulty: medium


query: Is ruslanmv-web allowed to store secrets freely in durable memory?

difficulty: hard

variant: adversarial


query: What was the last eval.harness result on agent-generator?

difficulty: easy

variant: direct


query: How did the most recent eval.harness check go for agent-generator?

difficulty: medium

variant: paraphrased


query: How's eval.harness on agent-generator?

difficulty: hard

variant: underspecified


query: Any tool-run record for eval.harness on agent-generator?

difficulty: medium


query: Did the last eval.harness run on agent-generator end up failing?

difficulty: hard

variant: adversarial


query: What did we agree last session about homepilot?

difficulty: medium

variant: direct


query: In our recent discussion on homepilot, what was the agreed first deliverable?

difficulty: medium

variant: paraphrased


query: What did we say about homepilot?

difficulty: hard

variant: underspecified


query: Is there a session note on homepilot priorities?

difficulty: medium


query: Did we agree to build the UI first for homepilot?

difficulty: hard

variant: adversarial


query: What was the last experiments.runner result on gitpilot?

difficulty: easy

variant: direct


query: How did the most recent experiments.runner check go for gitpilot?

difficulty: medium

variant: paraphrased


query: How's experiments.runner on gitpilot?

difficulty: hard

variant: underspecified


query: Any tool-run record for experiments.runner on gitpilot?

difficulty: medium


query: Did the last experiments.runner run on gitpilot end up failing?

difficulty: hard

variant: adversarial


query: What did we agree last session about ruslanmv-web?

difficulty: medium

variant: direct


query: In our recent discussion on ruslanmv-web, what was the agreed first deliverable?

difficulty: medium

variant: paraphrased


query: What did we say about ruslanmv-web?

difficulty: hard

variant: underspecified


query: Is there a session note on ruslanmv-web priorities?

difficulty: medium


query: Did we agree to build the UI first for ruslanmv-web?

difficulty: hard

variant: adversarial


query: What does the homepilot whitepaper say in the results section?

difficulty: medium

variant: direct


query: According to homepilot's paper, what is the effect of routed typed context on noise?

difficulty: medium

variant: paraphrased


query: What's in the homepilot results part?

difficulty: hard

variant: underspecified


query: Does homepilot's documentation report a distractor result?

difficulty: medium


query: Does the homepilot whitepaper claim routing increases recall?

difficulty: hard

variant: adversarial


query: What does the gitpilot whitepaper say in the limitations section?

difficulty: medium

variant: direct


query: According to gitpilot's paper, what is the effect of routed typed context on noise?

difficulty: medium

variant: paraphrased


query: What's in the gitpilot limitations part?

difficulty: hard

variant: underspecified


query: Does gitpilot's documentation report a distractor result?

difficulty: medium


query: Does the gitpilot whitepaper claim routing increases recall?

difficulty: hard

variant: adversarial


query: What does the gitpilot whitepaper say in the results section?

difficulty: medium

variant: direct


query: According to gitpilot's paper, what is the effect of routed typed context on noise?

difficulty: medium

variant: paraphrased


query: What's in the gitpilot results part?

difficulty: hard

variant: underspecified


query: Does gitpilot's documentation report a distractor result?

difficulty: medium


query: Does the gitpilot whitepaper claim routing increases recall?

difficulty: hard

variant: adversarial


query: What does the gitpilot whitepaper say in the positioning section?

difficulty: medium

variant: direct


query: According to gitpilot's paper, what is the effect of routed typed context on noise?

difficulty: medium

variant: paraphrased


query: What's in the gitpilot positioning part?

difficulty: hard

variant: underspecified


query: Does gitpilot's documentation report a distractor result?

difficulty: medium


query: Does the gitpilot whitepaper claim routing increases recall?

difficulty: hard

variant: adversarial


query: What does the ruslanmv-web whitepaper say in the limitations section?

difficulty: medium

variant: direct


query: According to ruslanmv-web's paper, what is the effect of routed typed context on noise?

difficulty: medium

variant: paraphrased


query: What's in the ruslanmv-web limitations part?

difficulty: hard

variant: underspecified


query: Does ruslanmv-web's documentation report a distractor result?

difficulty: medium


query: Does the ruslanmv-web whitepaper claim routing increases recall?

difficulty: hard

variant: adversarial