Inspiration
A semantic memory layer for incident response agents — compresses past postmortems into token-tiny chunks, generates actionable artifacts, and blocks risky PRs before they ship.
Problem I ran into
Deduplication across sessions. ChromaDB stores vectors by ID, and our first implementation generated a new UUID every time a postmortem was parsed.
Accomplishments that I'm proud of
Concrete, measurable token compression. Six postmortems go from ~12,000 tokens to ~900 — a 13× reduction. That's not a marketing number; it's a direct consequence of the schema design. Each chunk stores only what's needed for retrieval and synthesis, and the math shows up live in the dashboard.
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