- Agentic AI Engineering — RAG pipelines (LangChain, vector search, hybrid retrieval + reranking), structured LLM output with schema validation and retry-on-failure, confidence-based grounding/hallucination filtering, content-safety guardrails, and agentic automation (custom Claude Code agents, MCP tooling, LLM-driven PR review and issue triage).
- Platform Engineering — Infrastructure-as-code with Terraform across multi-environment deployments, containerized services on Docker/Kubernetes/Azure Container Apps, event-driven workers (Azure Functions, Service Bus, Celery), CI/CD (GitHub Actions, Bitbucket Pipelines), and OpenTelemetry-based observability.
- Python Software Engineering — Async-first APIs with FastAPI and Django/DRF, strict typing (mypy), SQLAlchemy + Alembic migrations, test-driven backend design.
- AI Engineering — LLM integration across OpenAI, Azure OpenAI, and Claude; embeddings and vector search (Azure AI Search, MongoDB Atlas
$vectorSearch, FAISS); token usage and cost accounting. - Data Engineering — Relational + NoSQL data modeling (Postgres, MySQL, Cosmos DB, MongoDB), message-queue-driven ingestion pipelines, ETL for document/knowledge stores feeding retrieval systems.
- Building Tokenria — a local tool that breaks down LLM token spend by structural category (cache, tools, history, output) and separately tracks how much of what a model generates actually gets used, tagged by hand rather than auto-scored.
- Deepening production RAG patterns: retrieval grounding, hallucination confidence-filtering, and guardrail testing for LLM-backed platforms.
- Growing a Claude Code / MCP-based agentic tooling practice — custom agents for PR review, technical-debt triage, and dev workflow automation.
Python |
FastAPI · Django · AsyncIO |
Cloud Platforms |
Azure · AWS · Azure OpenAI |
Docker & Containerization |
|
Kubernetes & Container Orchestration |
|
Git, CI/CD & DevOps |
GitHub Actions · Azure DevOps · GitLab CI |
SQL, NoSQL & Databases |
PostgreSQL · MySQL · Redis · Cosmos DB · Vector Databases |
Infrastructure as Code |
Terraform |
AI & LLM Frameworks |
LangChain · OpenAI SDKs · Azure OpenAI |
Agentic AI |
MCP · Tool Calling · RAG · LLM-driven automation |
API & Distributed Systems |
REST APIs · GraphQL · Message Queues · Event-Driven Architecture |
Open to collaborating on agentic AI systems, RAG infrastructure, and platform engineering for AI-native products.
