Stack & skills
What I work with
An honest, tiered inventory — not a five-star chart. Each tool is placed by how much I have actually built with it, and many link to the project that proves it.
- Core
- built real systems with it
- Working
- productive with it
- Familiar
- have used it
AI / ML & LLM Systems
- RAG systems Core → proof
- Citation-gating & abstention Core → proof
- Agentic AI / MCP tool-use Core → proof
- Multi-model orchestration Core → proof
- Model serving (llama.cpp, Ollama) Core → proof
- Query routing / multi-RAG orchestration Working → proof
- Retrieval reliability & eval harnesses Working → proof
- Knowledge-graph RAG Working → proof
- Vector DBs (Qdrant) Working → proof
- Embeddings (BAAI/bge) Working → proof
- Adversarial peer-review Working → proof
- AI-safety gating (allow/approve/block) Working → proof
- PyTorch Familiar
Languages & Frameworks
Infrastructure & Systems
Engineering Foundation
- Verification & Validation (V&V) Core
- Systems engineering Core
- Safety-critical discipline Core
- Python / VBA automation Working
- Cross-functional coordination Working
- P&ID interpretation Working