Solutions / Coding

Three engineers in the room before you commit.

Compare architectural takes, catch the bug none of them would catch alone, and ship with the trade-offs visible.

Should we move the chat history out of Postgres into a separate vector store, or keep it in pgvector for now?
ClaudeAnthropic

Keep it in pgvector. You are at 4M rows; the operational cost of a second store is higher than the query latency you would save right now.

GPTOpenAI

Stay on pgvector but add an HNSW index and a partial index on workspace_id. You will get the latency without splitting the system.

GeminiGoogle

Migrate when you cross 50M rows or when p95 query time crosses 200ms, whichever comes first. Build the abstraction now, defer the move.

Maya verdict
High agreement

Stay on pgvector. Add HNSW + workspace partial index this sprint, abstract the query layer behind a `VectorStore` interface so the eventual move is mechanical. Re-evaluate at 50M rows or 200ms p95.

What changes for you

Three architectural reads

See the boring-and-correct take, the clever take, and the contrarian take side by side.

Catch what one model misses

Subtle race conditions, wrong assumptions about your stack, or an outdated API surface get caught when three reviewers compare.

Decisions you can defend

The verdict comes with reasoning and trade-offs, not just a code block.

Which mind to ask

Each model leans differently. Maya keeps the differences visible.

Claude
Anthropic

Best for long-context code reading, careful refactors, and walking through unfamiliar codebases.

GPT
OpenAI

Best for general problem-solving, broad framework knowledge, and writing the code from spec.

Gemini
Google

Best for fast iteration, polyglot snippets, and reading API docs or screenshots of stack traces.

Where teams reach for it

    Architecture decisions and tech-stack picks
    Code review on a PR before merge
    Debugging sessions when you are stuck for 30+ minutes
    Migration planning across services or databases
    Writing the first cut of a spec, then critiquing it
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