AI Engineer building reliable RAG, multimodal, and voice systems in Python.
I build the retrieval, context, provider-integration, evaluation, and backend reliability layers that turn model capability into useful systems.
- Applied AI: grounded retrieval, multimodal inputs, voice workflows, structured outputs, and measurable evaluations
- Reliable services: async Python, FastAPI, retries, caching, webhooks, and idempotent workflows
- Product systems: privacy-aware desktop apps, provider routing, explicit control boundaries, and automated verification
A cross-platform AI assistant for screen, voice and meeting context. You choose what it can see, capture starts on an explicit action, and keys stay in the main process. macOS, Windows and Linux.
Local-first RAG with adaptable CSV mapping, recoverable indexes, validated citations, and a measured semantic-vs-BM25 evaluation.
Source · Architecture · Results
Leakage-resistant temporal ML evaluation with calibrated models, frozen holdouts, and honest bookmaker comparison.
Hermes-first local job-search operations: role discovery, evidence-backed applications, tracking, and interview preparation.
Evidence-first workflow and CLI for researched, illustrated, agent-assisted technical articles.
Thirteen merged upstream contributions, selected for relevance to agent reliability, evaluation, tracing, and framework compatibility:
- OpenAI Agents SDK #3991: bounded retry behavior for retryable pre-response WebSocket failures
- Pydantic AI Harness #503: preserved model retry context after host-side Code Mode session resets
- Mellea #1471: deterministic tracing coverage for async spans, context propagation, and token usage
- FastStream #2961: FastAPI 0.140 compatibility with preserved AsyncAPI metadata
View four additional merged contributions
Primary: Python, FastAPI, asyncio, Ollama, Chroma, scikit-learn, XGBoost
Product and delivery: Electron, Swift, React, Docker, GitHub Actions, Playwright, n8n, Azure AI Foundry
Building VolyxAI and independently developing Volyx Lens. Open to AI Engineer and ML Engineer opportunities.