A retrieval-first RAG system that refuses to answer rather than hallucinate. Cosine-similarity threshold gating happens before any generation call, and the model never sees a prompt it cannot back up. Evaluated against a small set of golden test cases — calibrated to err on the side of silence.
ChromaDB · Python · sentence-transformers
Docker-sandboxed multi-language code execution platform. Submissions enter a Redis-backed BullMQ queue, are executed in isolated containers with strict resource limits, and stream results back to the user. Designed to be both safe and fast.
Fastify · FastAPI · Docker · Redis · BullMQ
An LLM-assisted dynamic pricing engine for small e-commerce operators. Combines competitor signals, demand curves, and a constrained generation step to produce price recommendations with reasoning. Selected as a Top 10 entry of 300+ in the Google Cloud Build & Blog Marathon.
FastAPI · React · Google Cloud Run
A dual-agent payment platform built for the Pine Labs AI Hackathon. The Consumer Intelligence Agent reasons about the buyer; PaySentinel handles offer-aware retries and a circuit breaker that prevents cascading failures across acquirers. Two agents, one outcome.
AWS Bedrock · Claude 3 Sonnet · TypeScript