Building reliable AI systems across machine learning, retrieval, LLM orchestration, evaluation and production infrastructure.
I work on the engineering layer between AI models and Production systems, with a focus on reliability, evaluation and scalable system design.
- RAG & Retrieval — hybrid retrieval, grounding, evaluation, and failure analysis
- LLM & Agent Systems — LangGraph orchestration, tool use, and multi-agent workflows
- ML Systems — model serving, evaluation, monitoring, and production inference
- Backend & Infrastructure — FastAPI, async systems, PostgreSQL, Docker, and CI/CD
| Area | Highlight |
|---|---|
| AI Systems | Production RAG · Multi-Agent Workflows · LLM Orchestration |
| ML Infrastructure | ~160 RPS · sub-150ms inference · Async APIs |
| AI Reliability | Retrieval evaluation · Failure attribution · Explainability |
| Open Source | Maintainer @ OpenAgentHQ · AI infrastructure contributions |
| Research | IEEE-published Clinical AI research |
- Explore my pinned repositories below for architecture, implementation, benchmarks, and technical documentation.
Founding AI Engineer @ Growthsauras
Working with end-to-end ownership across production AI systems — from architecture and implementation to evaluation, reliability, and deployment.
Maintainer & Active Contributor @ OpenAgentHQ
Contributing to open-source agent infrastructure, developer tooling and production-oriented AI systems.
I actively contribute to open-source AI infrastructure with a focus on agent systems, retrieval reliability, evaluation, and developer tooling.
- OpenAgentHQ — Maintainer & active contributor
- Haystack — Retrieval confidence and reliability tooling
- Contributions across AI evaluation, retrieval diagnostics, and agent infrastructure
RAG · Agentic Workflows · Tool Calling · Retrieval & Reranking · LLM Evaluation · Guardrails
Async Python · REST APIs · Authentication & Authorization · Middleware · Caching · Validation · Error Handling
XGBoost · SHAP · Model Serving · Experiment Tracking · Model Evaluation · Explainability · Drift Detection · Robustness Testing
CI/CD · Containerization · Observability · Logging · Monitoring · Load Testing · Production Deployment
