RAG · vector search
Project one — RAG doc search
Placeholder. What it does, what it replaced, the number that improved.
- FastAPI
- pgvector
- React
Open for freelance · replies in 24h
+ Gen AI
I build the API, the UI, and the retrieval layer that makes it smart.
Nine years across Python, Java and PHP backends and React front ends. Now wiring retrieval, agents and evals into the same systems — measured, not magic.

RAG · vector search
Placeholder. What it does, what it replaced, the number that improved.
Multi-tenant · event-driven
Placeholder. Scale, constraints, trade-offs. Boring on purpose.
Agents · tool use
Placeholder. Tool calling, guardrails, human in the loop.
01
pgvector, hybrid search, chunking that doesn’t lie.
Shipped
02
Function calling into real APIs, with a kill switch.
Shipped
03
Building a small eval harness before trusting output.
In progress
04
LoRA on small open models. Early days, notes public.
Learning