Ankit Mishra
Machine Learning / Agentic AI Engineer
ankitmishra
Mumbai, Maharashtra, India
Joined April 2026
Network
6.5K connectionsAMYSVC
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Summary
Focused on agentic AI and multi-agent systems: consistently builds multi-agent and agentic solutions (e.g., CrewAI-based projects, multi-agent NFL predictor, Legal Multi Agent System) that apply agent orchestration and retrieval-augmented generation. aiankit+2
Builds production-ready ML backends and integrations: experience integrating LLMs and document extraction (Gemini Flash 2.0, Claude Sonnet 3.5, AWS Textract), deploying REST APIs and serverless components (AWS Lambda, Bedrock, API Gateway, CloudWatch) for real-world workflows. aiankit+1
Full-stack engineering and MLOps skillset: combines backend, frontend and MLOps (Docker, Kubernetes, CI/CD, AWS EKS, ArgoCD) with model engineering tools (Hugging Face, LangChain, LlamaIndex) to ship end-to-end systems. aiankit+1
Teaching and open-source contributions: has experience teaching Python to students and educators and contributing to open-source projects and community initiatives. aiankit+1
Work
Education
Projects
Writing
Why MCP (Model Context Protocol) is Here to Stay!
December 1, 2025A Medium article arguing that MCP provides a standardized abstraction layer between AI agents and external systems, improving reusability, permissions, and scalable agent workflows.
Accuracy Without Context Is Like a Ship Without a Compass
December 1, 2025A Medium article discussing the limits of using accuracy alone to evaluate models and emphasizing the need for baselines and contextual evaluation in real-world ML.
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