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SamuelVinay91/README.md

Hey, I'm Vinay Kumar

Principal Architect & AI Systems Engineer
Building production AI systems — from LLM agents to cloud-native platforms

LinkedIn GitHub Awesome AI Engineer


About Me

I'm a Principal Architect based in India, working at the intersection of AI Engineering, Cloud-Native Architecture, and DevSecOps. I build production-grade AI systems — multi-agent platforms, RAG pipelines, protocol-driven commerce, and enterprise automation — deployed across GCP, Azure, and AWS.

I recently built 13 open-source AI projects covering the full spectrum from LLM fundamentals to enterprise agent frameworks, designed as a hands-on curriculum for anyone going from AI Engineer to AI Systems Architect.


Featured: AI Engineer Portfolio

13 production-ready projects — each with Docker setup, full test suites, CI/CD, and Kubernetes manifests. Clone and run in under 2 minutes.

Foundation

Project What It Does Stack
1 LLM Playground Tokenization explorer & generation strategies FastAPI, BPE, Transformers
2 Customer Support Chatbot Fine-tuned chatbot with LoRA/PEFT FastAPI, PEFT, Prompt Engineering
3 Ask-the-Web Agent Perplexity-like search & synthesis LangGraph, Tool Use, Citations
4 Deep Research Multi-strategy reasoning engine CoT, ToT, Inference Scaling
5 Image Generation Multi-provider image service DALL-E, FLUX, Stable Diffusion
6 Capstone Multi-Agent Supervisor-pattern agent orchestration LangGraph, Multi-Agent
7 Agent RAG Hierarchical retrieval system RAG, Vector Search, Query Decomposition
8 MCP & A2A Protocol implementation for agent interop MCP SDK, A2A, AgentCards

Protocol & Commerce

Project What It Does Stack
9 UCP Merchant Server Commerce platform with checkout state machine UCP, AP2 Verification, MCP Bindings
10 UCP Shopping Agent AI shopping assistant across merchants LangGraph, Multi-Merchant, Comparison

Enterprise Agent Frameworks

Project What It Does Stack
11 Compliance Audit Agents SOX/GDPR/SOC2 regulatory compliance Microsoft Agent Framework, Graph Workflows
12 Incident Response ADK Automated IT incident orchestration Google ADK, Sequential/Parallel/Loop Agents
13 Contract Lifecycle Crew End-to-end contract management CrewAI, Role-Based Agents, Flow

See the full learning roadmap & 100+ curated resources →


Tech Stack

AI & ML

Python LangGraph CrewAI OpenAI Anthropic HuggingFace PyTorch FastAPI

Cloud & Infrastructure

AWS GCP Azure Docker Kubernetes Terraform

DevSecOps & Tooling

GitHub Actions Prometheus Grafana PostgreSQL Redis

Protocols & Standards

MCP A2A UCP


What I'm Working On

  • Building enterprise AI agent systems with production-grade patterns (middleware, telemetry, human-in-the-loop)
  • Exploring agent interoperability protocols — MCP, A2A, and UCP for agentic commerce
  • Architecting cloud-native AI platforms on Kubernetes with GPU orchestration
  • Contributing to the Awesome AI Engineer resource list for the community

Cloud-Native Products I've Architected

  • Rentova — Property management platform (GCP)
  • Evoagents.ai — AI agent orchestration platform
  • VetConnect — Veterinary community platform (AWS/Azure)

GitHub Stats


Let's connect and build something impactful.
LinkedInReposAwesome AI Engineer

Pinned Loading

  1. awesome-regression-testing awesome-regression-testing Public

    Forked from mojoaxel/awesome-regression-testing

    🕶️ A curated list of resources around the topic: visual regression testing

    2

  2. awesome-robotframework awesome-robotframework Public

    Forked from MarketSquare/awesome-robotframework

    A curated list of awesome Robot Framework resources and libraries

    Python 1

  3. performance-testing-framework performance-testing-framework Public

    Forked from serputko/performance-testing-framework

    Framework allows to perform load testing with Apache Jmeter, view application/server metrics in real-time with Grafana, analyze errors cause with detailed traces for failed requests, compare differ…

    JavaScript

  4. playwright-typescript playwright-typescript Public

    TypeScript 1