AI • Data Engineering • Data Platforms • MLOps

Hi, I'm Amit. Nice to meet you.

I build AI‑native systems end‑to‑end — RAG, agents, evals, and production delivery — using AWS Bedrock, OpenAI, Crew AI, and OSS stacks.

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Recent Works

Reduced inference cost by ~38% with model distillation + caching; P95 latency < 800ms across 50k docs.

OpenAIBedrockKubernetes

Live Code

90%+ answer coverage; retrieval eval harness; ticket backlog reduced by 35%.

Vector DBEmbeddingsFastAPI

Demo Write‑up

Automated triage & enrichment — saved ~120 hrs/month for Ops.

AgentsCrew AIObservability

Live Slides

OpenAI, Bedrock, Ollama, LangChain, RAG, Evals, Prompting, Agents.

Python, FastAPI, Node.js, SQL/NoSQL, Kafka, Docker, K8s.

React, TypeScript, Next.js, Tailwind, Vite.

2025–Present

Senior AI/Platform Engineer — Company Name

Owned delivery of citizen service platforms; reversed delays by shipping a critical module 10 months early.
2023–2025

AI Engineer — Company

Built RAG + eval harness; retained senior talent via mentorship & career pathing.
2020–2023

Software Engineer — Company

Led cross‑functional delivery across teams.

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