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AIWithShrey/README.md

Hey, I'm Shreyas 👋

Software Engineer @ Nirmata · CNCF Golden Kubestronaut 🏆 · KubeCon Speaker · Kyverno Contributor

I build AI agents for Kubernetes governance — MCP servers, conversational CLI agents, and LLM benchmarking frameworks that turn policy-as-code from an hours-long chore into a conversation.

  • 🔭 Currently: core contributor to Nirmata's AI Platform Engineering Assistant (launched at KubeCon NA 2025)
  • 🎤 Spoke at KubeCon + CloudNativeCon India 2026 (Mumbai): "Run Your Own AI Cluster on a DGX Spark: Kubernetes, GPUs, and DRA"
  • 🏆 Golden Kubestronaut (June 2026) — all 16 CNCF/Linux Foundation certifications, after becoming a Kubestronaut while still in college
  • ✍️ Published on the CNCF blog; ex-NVIDIA University Ambassador & DLI Certified Instructor
  • 🎓 BS in Computer Science, Missouri S&T (Dec 2025)

🛠️ What I work on

Project What it does
Kyverno MCP Server Open-source MCP server in Go that lets AI assistants (Claude, Amazon Q, Cursor) generate, validate, and troubleshoot Kyverno policies across multi-cluster Kubernetes environments
NCTL AI Agent Conversational CLI that turns natural language into policy-as-code, including LLM-driven Chainsaw test generation and OPA Gatekeeper → Kyverno ValidatingPolicy migration
InSightful ReAct AI agent for contextual Q&A in tech communities — featured on the official CNCF blog
Codora LLM-powered personal coding mentor for code Q&A and debugging
MST Chatbot RAG chatbot serving campus-specific answers for Missouri S&T students

🧰 Toolbox

Cloud Native — Kubernetes · Kyverno · OPA · Helm · Argo · Prometheus · Cilium · Istio · Backstage · Terraform · Docker · AWS · Azure

AI/ML — LangChain · LangGraph · CrewAI · MCP · RAG & multi-agent systems · AWS Bedrock · Google Gemini · TensorFlow · PyTorch

Languages — Go · Python · YAML · CEL

📜 Certifications

🏆 Golden Kubestronaut — CKA · CKAD · CKS · KCNA · KCSA · KCA · CGOA · CAPA · PCA · OTCA · CCA · CNPA · CBA · ICA · CNPE · LFCS

Plus: TensorFlow Developer Certificate (Google) · NVIDIA DLI Certified Instructor

→ Verify on Credly

📫 Find me

Website · LinkedIn · X/Twitter · Hashnode · Hugging Face · shreyas@shreyasm.com

Pinned Loading

  1. MST-Chatbot MST-Chatbot Public

    LLM-powered chatbot for MS&T.

    Python 1

  2. NYT-Headline-Generator NYT-Headline-Generator Public

    The repo contains the Jupyter Notebook that fine-tunes the BLIP2 model on the NYT dataset.

    Jupyter Notebook

  3. Codora Codora Public

    Python 2

  4. infracloudio/insightful infracloudio/insightful Public

    Python 2 1

  5. nirmata/kyverno-mcp nirmata/kyverno-mcp Public

    MCP server for Kyverno

    Go 19 5