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DecisionCouncil
Evidence-bound multi-agent council for Cursor and Claude Code. Scout, Advocate vs Skeptic, and Fact Checker. Ranked verdict with dissent.
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DecisionCouncil
Example session with this skill installed
/council We need to choose a vector database for a RAG system with 50M documents. Options: Pinecone, Weaviate, or pgvector. Budget is $1k/mo. Scale is the priority.
- Read your context and instructions
- Compiled the decisioncouncil
I have convened the council to evaluate your vector database options. The Scout has established pricing and scaling baselines, the Advocate and Skeptic have debated the trade-offs, and the Fact Checker has verified performance benchmarks for 50M+ document clusters.
Council Decision: Vector Database Selection
| Rank | Option | Deciding Trade-off | Verdict |
|---|---|---|---|
| #1 | Weaviate (Self-hosted) | Highest performance at scale for the budget, despite ops overhead. | Recommended |
| #2 | Pinecone (Serverless) | Superior DX and zero ops, but costs exceed $1k/mo at 50M docs. | Too Costly |
| #3 | pgvector | Most cost-effective, but query latency degrades significantly at 50M. | Performance Risk |
Dissenting Opinion
The Skeptic notes that Weaviate's memory management at 50M documents requires significant HNSW tuning. If the team lacks Kubernetes expertise, the "hidden cost" of engineering hours will far exceed the $1k cloud savings.
The Flip Condition
If your team has zero DevOps capacity, move to Pinecone. You would need to increase the budget to ~$1,800/mo, but it prevents a total failure to launch.
Fact Check Results
Claim: pgvector handles 50M docs under 100ms.
[FALSE] — Benchmarks show degradation to >500ms without extreme sharding.
- Claim: Pinecone Serverless scales linearly. [VERIFIED] — Confirmed via recent technical blogs.
Next steps
- Review the Weaviate HNSW tuning guide for large-scale indices.
- Run a small-scale benchmark (1M docs) on pgvector to confirm local latency floor.
- Verify if your Pinecone credits apply to the Serverless tier.
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About this skill
Evidence-bound multi-agent council for Cursor and Claude Code. Scout, Advocate vs Skeptic, and Fact Checker. Ranked verdict with dissent.
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