Retrieval systems
Production-Ready RAG @ 1M+ Vectors
Secure retrieval pipeline with observability baked in, tuned for low-latency inference and aggressive poisoning detection.
The Mountain King
I build and break AI systems.
Field notes from standing up a production-grade RAG mesh backed by 1M+ vectors.
Running a live-fire incident drill against a conversational agent and codifying the playbook.
Retrieval systems
Secure retrieval pipeline with observability baked in, tuned for low-latency inference and aggressive poisoning detection.
Offensive research
Operator-friendly kits for pressure-testing LLM agents with automated reports and guardrail benchmarks.