all work
01

Atlas

Multi-tenant RAG platform serving 1M+ documents with sub-second latency.

ROLE
Architecture & Eng.
YEAR
2025
STACK
TypeScript · Postgres · pgvector

Challenge

Teams needed to search massive, per-client isolated corpora with no data leakage and no loss of speed.

Approach

I designed hybrid retrieval (BM25 + vector) with re-ranking, tenant isolation at the index level, and aggressive embedding caching.

Outcome

1M+
documents indexed
<400ms
p95 latency
−60%
inference cost
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