I work at the intersection of DevOps and AI — building platforms that bring machine learning from prototype to production. At Red Hat, I focus on AI integration, infrastructure automation, research in applied AI, and enabling teams to ship ML workloads reliably.
Outside work, I contribute to open source ML infrastructure (PyTorch, vLLM), publish research on recommendation systems and conversational AI, and hold patents in AI personalization. I also mentor junior engineers — helping them navigate open source, system design, and career growth.
Patents
System and Method for Utilizing Digital Footprints of a User to Generate Conversational AI Thereof
202421048008· Filed Jun 2024 · Granted (20-year term)Recommendation and Intent Reconciliation in a Virtual Leader Framework
202521025963· Filed Apr 2025 · Under review
Publication
- A Survey on Advanced Recommendation Systems: Content-Based Filtering, Collaborative Filtering, Hybrid and Opinion Mining Approaches Springer Nature Singapore · Apr 2025
PyTorch — Deep Learning Framework
Active contributor working on core framework improvements:
- Input validation & safety — Adding proper bounds checking to prevent silent failures in
max_pool3d,channel_shuffle,RNN cells, and convolution ops - Optimizer improvements —
maximizeparameter for LBFGS, integer step tensor support in foreach optimizers - Numerical stability — Fixing NaN propagation in
lp_pool,hardtanhbackward pass corrections - API enhancements —
keepdimforcosine_similarity,NanDetectModefor forward-pass diagnostics,dtypecontext manager
vLLM — LLM Inference Engine
Contributing to the high-throughput LLM serving engine:
- Responses API — Namespace tools support for harmony/GPT-OSS models
| Project | Description | Stack |
|---|---|---|
| provena | Context governance for agentic AI — tamper-evident audit trails, provenance validation, EU AI Act compliance | Python, PostgreSQL, MCP, Policy Engine |
| sumo-logic-mcp | MCP server for Sumo Logic with 48 tools — log search, monitors, alerts, dashboards, metrics | Python, MCP Protocol |
| repo-time-machine | Agentic RAG for codebases — ask questions answered by code, git history, issues & PRs | Python, FAISS, Ollama |
Languages
ML & AI
Infrastructure & DevOps
Databases & Tools
Currently contributing to PyTorch and vLLM — building the infrastructure that powers the next generation of AI.