Projects
A selection of my work, from production-grade systems to security tools.
Retrieval systems
Production-Ready RAG @ 1M+ Vectors
Blueprint for a resilient retrieval pipeline that combines bulk ingestion
windows, streaming updates, and adversarial probes for poisoning
detection—all tuned for sub-200ms latency.
Stack: Python · Docker · Kubernetes · VectorDB
Offensive research
Adversarial Attack Library
Operator-focused tooling for staging prompt-injection, jailbreaking, and
model manipulation scenarios. Ships with automated replay scripts and
guardrail benchmarks.
Stack: Python · LangChain · Transformers