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AIWithShrey/README.md

πŸ‘‹ Hey! I'm Shreyas Mocherla

Cloud-Native AI Engineer | CNCF Kubestronaut | NVIDIA University Ambassador

Building production AI systems for Kubernetes governance and platform engineeringβ€”including core components of Nirmata's AI Platform Engineering Assistant launched at KubeCon North America 2025.


πŸš€ What I Do

  • AI Agent Development: Building multi-agent systems for cloud-native infrastructure automation
  • Platform Engineering AI: Creating intelligent assistants that transform natural language into validated Kubernetes policies
  • Policy Automation: Developing AI-powered policy management with Kyverno, and LLM-driven code generation
  • Developer Tooling: Architecting CLI agents and MCP servers that revolutionize cloud-native workflows

πŸ’Ό Currently

Software Engineer Intern @ Nirmata (Cloud-Native Policy Management Platform)

Building core components of Nirmata's AI Platform Engineering Assistant - an AI copilot for Kubernetes security and governance launched at KubeCon 2025:

  • 🎯 Owned and built the Kyverno MCP Server β€” enables LLMs to generate, validate, and troubleshoot Kyverno policies through Model Context Protocol
  • πŸ€– Core developer on NCTL AI Agent β€” intelligent CLI assistant that transforms natural language into production-ready policy-as-code
  • πŸ”§ Architected multi-agent orchestration for policy generation, validation, and remediation workflows
  • πŸ“Š Developed policy conversion frameworks for migrating OPA Gatekeeper policies to Kyverno at enterprise scale using LLMs

Technologies: Go | Kyverno | CEL | MCP Protocol


🎯 Technical Expertise

Kubernetes Ecosystem: CKA | CKAD | CKS | KCNA | KCSA (Kubestronaut) | Kyverno | OPA | Helm | Argo
AI/ML Frameworks: TensorFlow (Ex-Certified) | PyTorch | LangChain | LangGraph | CrewAI
Agent Development: MCP Protocol | Multi-Agent Systems | RAG Architecture | LLM Orchestration
Infrastructure: Linux Foundation Certified SysAdmin | Terraform | AWS | GCP | Docker
Languages: Go | Python | YAML | CEL


πŸ† Certifications & Recognition

  • 🌟 CNCF Kubestronaut (One of the youngest globally as of January 2025)
  • πŸŽ“ NVIDIA Deep Learning Institute Certified Instructor (Fundamentals of Deep Learning)
  • ☁️ Linux Foundation Certified Systems Administrator (LFCS)
  • πŸ€– TensorFlow Developer Certificate
  • πŸ”’ Kubernetes: CKA | CKAD | CKS | KCNA | KCSA

πŸ”₯ Featured Projects

Kyverno MCP Server (Nirmata AI Platform Engineering Assistant)

Owner & Lead Developer | Launched at KubeCon NA 2025

Model Context Protocol server enabling LLMs to intelligently generate, validate, and troubleshoot Kyverno policies. Powers the policy-as-code agent in Nirmata's AI Platform Engineering Assistant.

Impact: Transforms natural language infrastructure requirements into production-ready Kubernetes policies in seconds.

Tech Stack: Go | MCP Protocol | Kyverno | CEL | LangChain


NCTL AI Agent (Nirmata AI Platform Engineering Assistant)

Core Contributor | Launched at KubeCon NA 2025

Intelligent CLI agent that brings conversational AI to cloud-native policy development. Enables platform engineers to generate, test, and deploy Kyverno policies through natural language.

Impact: Reduces policy development time from hours to minutes while maintaining security and compliance standards.

Tech Stack: Go | LangGraph | Multi-Agent Systems | Kyverno | Kubernetes

Pinned Loading

  1. AIWithShrey.github.io AIWithShrey.github.io Public

    SCSS

  2. MST-Chatbot MST-Chatbot Public

    LLM-powered chatbot for MS&T.

    Python 1

  3. 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

  4. Codora Codora Public

    Python 2

  5. infracloudio/insightful infracloudio/insightful Public

    Python 2 1

  6. nirmata/kyverno-mcp nirmata/kyverno-mcp Public

    MCP server for Kyverno

    Go 14 4