Python · LangChain · LangGraph · MCP · multi-agent · evaluation
Production agentic AI at lawworld.ai. Multi-agent pipelines, LLM-powered backends, evaluation harnesses, and the ops infra to keep it all running. Multiple Python services covering agent architectures, prompt + context engineering, eval, and deployment at scale.
- Language — Python 3.12+ · async · type-annotated end-to-end
- Web — FastAPI · Pydantic · httpx · structlog
- Agents + LLMs — LangChain · LangGraph · ReAct · MCP · structured outputs · LLM-as-judge · prompt caching
- Data — MongoDB Atlas (async) + Atlas Vector Search · native Voyage AI embeddings & reranking · Redis
- Cloud — Azure (Container Apps · Service Bus · Blob · Key Vault · AI Foundry) · Docker
- Infra + Ops — Bicep · Terraform · GitHub Actions · OpenTelemetry · ARQ
- Tooling — uv · ruff · ty · pytest · orjson
- Agentic systems — multi-agent orchestration · ReAct loops · planning · reflection · tool-calling · structured outputs
- LLM reliability — retries · fallback · provider routing · prompt caching · cost + latency engineering
- Evaluation — golden datasets · LLM-as-judge graders · eval harness · metrics-driven iteration
- Backend depth — async Python · schema-first APIs · queue-based pipelines · observability · IaC
- Durable orchestration — long-running agent runtimes · event-driven choreography over message queues · per-step checkpointed crash-recovery · self-healing producer-worker pipelines · idempotent at-least-once delivery
- Production ownership — incident response · on-call · deployment · cost attribution
- MCP servers · A2A protocol · agent-tool ecosystems
- Kubernetes-native deployment patterns (production currently on Azure Container Apps)
role: AI Engineer
focus: agentic systems · applied LLMs · production backends
stack: Python · async · FastAPI · LangChain · LangGraph · MCP · MongoDB · Azure
interests: hard agent / LLM problems · contract · open-source collaboration · technical speaking
timezone: IST (UTC+5:30) · async-first remote work
contact: [email protected]
linkedin: https://www.linkedin.com/in/i-am-subrata-mondal/
portfolio: https://subrata-mondal-portfolio.netlify.app/