Chemister — RAG over 200K Papers
Production retrieval pipeline over 200K+ scientific papers. Hybrid semantic + keyword search, FAISS/pgvector backends, FastAPI service layer with streaming.
Production retrieval pipeline over 200K+ scientific papers. Hybrid semantic + keyword search, FAISS/pgvector backends, FastAPI service layer with streaming.
92-case adversarial suite across 10 OWASP-style attack categories. Layered defenses: regex pre-filter, instruction hardening, output validation at API boundary.
Multi-agent coordination framework: Hyphae memory, project shard bulletin board, kanban, activity log. Dozens of agents sharing live state.
Multi-turn LLM evaluation framework: automated test runner, structured JSON logging, 20+ failure cases, 3-arm A/B studies with reproducible CLI runners.
Available for contract work, consulting, and full-time roles. Focused on production-grade AI systems: retrieval, agents, evaluation, and security.
Available for new projects