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chetanchandane/README.md

Hello

Chetan Chandane

Software Engineer building the distributed, cloud-native backends behind AI applications. MS Computer Science, Rochester Institute of Technology (2026) · AWS Certified Solutions Architect · Rochester, NY, open to relocation.

Portfolio · LinkedIn · chetan.chandane2026@gmail.com


About

Three years shipping production software in regulated environments: healthcare and telecom, where an outage is a real problem for real people. I work on the infrastructure layer, the part that has to keep working when traffic spikes, a consumer dies mid-batch, or a model returns something unexpected.

Currently focused on event-driven systems (Kafka, Kubernetes) and the retrieval and evaluation pipelines that make LLM features reliable enough to deploy.

Experience

  • Software Engineer, Co-op at Excellus BCBS (Sep 2025 to May 2026). Shipped C#/.NET and Angular features across 5 Azure Functions and ASP.NET Core APIs on a HIPAA-regulated platform. Cut CI/CD runtime 35% and broken builds 30%.
  • Software Engineer at Vodafone Intelligent Solutions (Oct 2020 to Jul 2023). Built and maintained Java Spring Boot APIs across a 7-service microservices platform. Shipped an event-driven classification pipeline auto-triaging 5,000 tickets/month.

Featured Projects

DocStream · Event-driven document processing pipeline

Documents enter through a FastAPI gateway, stream over Kafka to async workers that run embedding and enrichment, and land in PostgreSQL and Qdrant. Built for the failure cases: a transactional outbox for atomic publishes, Redis-backed idempotent consumers, and a dead-letter queue for poison messages. Runs on Kubernetes with autoscaling driven by consumer lag, traced end to end with OpenTelemetry.

Python FastAPI Kafka Kubernetes PostgreSQL Qdrant Redis OpenTelemetry

ClinRAG · Production RAG service (live demo)

Question answering over FDA regulatory documents with inline source citations. Hybrid retrieval (BM25 plus dense, RRF fusion) with a cross-encoder reranker, reaching 0.88 answer faithfulness on a 430-question evaluation set. A CI gate blocks any deploy that drops below threshold, so retrieval regressions never reach production silently.

Python FastAPI Qdrant Ragas LangSmith GitHub Actions

TriageAI · Agentic clinical triage (live demo)

A cyclic LangGraph agent using MCP tool-calling for record retrieval, policy search, and scheduling. A two-stage guardrail (deterministic rules plus LLM verification) held 100% emergency recall while cutting false positives 84% across 189 adversarial cases, correctly escalating keyword-free presentations like silent strokes and CO poisoning. Tool-call error rate of 0% across a 640-run evaluation suite.

Python LangGraph MCP ChromaDB PostgreSQL

NutriAI · Serverless nutrition platform on AWS

Extracts macronutrients from food label photos and generates diet plans. React frontend, 8 REST endpoints on API Gateway, Lambda backend, DynamoDB storage, Cognito auth. Fully provisioned as code with 6 reusable Terraform modules across dev and prod, deployed through GitHub Actions.

React AWS Lambda API Gateway DynamoDB Terraform GitHub Actions


Tech

Languages Java · Python · C# · TypeScript · SQL Backend Spring Boot · FastAPI · ASP.NET Core · REST APIs · Microservices · Kafka Cloud and Infra AWS (Lambda, API Gateway, DynamoDB, S3, Cognito) · Azure · Kubernetes · Docker · Terraform Data PostgreSQL · MongoDB · Redis · Qdrant Practices CI/CD (GitHub Actions, Azure DevOps) · pytest · Jest · integration testing · OpenTelemetry · Agile AI RAG pipelines · LangGraph · LangChain · MCP · LangSmith · OpenAI and Anthropic APIs

Certifications AWS Certified Solutions Architect, Associate · AWS Certified Cloud Practitioner


Currently Working On

  • Evaluation pipelines for agentic systems, moving past vibes-based testing
  • Chunking and retrieval strategies for production RAG
  • MCP server design patterns

Open To

Full-time Software Engineer and AI Engineer roles, US-based, available immediately. Most interested in teams shipping AI into regulated domains where reliability is a requirement rather than a nice-to-have.

Best reached at chetan.chandane2026@gmail.com.

Pinned Loading

  1. TriageAI TriageAI Public

    AI Agent - Patient/Clinical-Staff Triage Portal

    Python

  2. cloud-native-aws-application cloud-native-aws-application Public

    Nutrition Assistant - completely sever-less deployed on AWS, used terraform for infrastructure(CI/CD)

    JavaScript

  3. doc-stream doc-stream Public

    distributed event drive document pipeline (Python/FastAPI, Kafka, K8s, CI/CD, Prometheus/Grafana)

    Python

  4. rag rag Public

    prod grade rag application

    Python

  5. aws-ecr-docker aws-ecr-docker Public

    how to containerize a WordPress application with a MySQL database using Docker, push the images to AWS Elastic Container Registry (ECR)