Hey there!

I’m Shreyas Mocherla, a Software Engineer at Nirmata and a CNCF Golden Kubestronaut, building AI agents for Kubernetes governance from Bengaluru, India. I bridge the gap between traditional infrastructure management and modern AI capabilities — MCP servers, conversational CLI agents, and LLM benchmarking frameworks that make policy-as-code feel like a conversation instead of a chore. I hold a BS in Computer Science from Missouri S&T (Dec 2025).

What I’m Working On

At Nirmata, I’m a core contributor to private and open-source LLM infrastructure, including the AI Platform Engineering Assistant (launched at KubeCon North America 2025):

• Kyverno MCP Server - An open-source MCP server in Go that enables AI assistants to generate, validate, and troubleshoot Kyverno policies across multi-cluster K8s environments
• NCTL AI Agent - A conversational CLI tool that transforms natural language into policy-as-code, with LLM-driven Chainsaw test generation for end-to-end policy validation
• Multi-agent orchestration systems for policy workflows that reduce what traditionally takes hours into minutes
• OPA Gatekeeper migration - Won first place in an internal hackathon building an agent skill that migrates Gatekeeper policies to Kyverno’s new ValidatingPolicy type

Where I’ve Been

• Nirmata (2025-present) - Joined as a Software Engineer Intern bringing generative AI to Kyverno; now full-time building the AI Platform Engineering Assistant
• NVIDIA (2022-2026) - University Ambassador and Deep Learning Institute Certified Instructor, running hands-on workshops on neural networks, CNNs, and transfer learning
• InfraCloud Technologies (2024) - Built InSightful, a RAG-enabled ReAct agent for tech communities, published on the CNCF blog
• Missouri S&T - Founded the ACM AI Special Interest Group and served as its President; chaired the ACM Data committee

Technical Expertise

Infrastructure & Cloud Native

• Kubernetes, Kyverno, OPA, Helm, Argo, Prometheus, Cilium, Istio, Backstage, Terraform, Docker
• AWS (incl. Bedrock), Azure

AI/ML & Development

• LangChain, LangGraph, CrewAI, TensorFlow, PyTorch
• MCP, RAG architecture, Multi-agent systems, AWS Bedrock, Google Gemini
• Go, Python, YAML, CEL

Speaking

Certifications

Let’s Connect

I’m always excited to discuss:

• AI agents and LLM applications in infrastructure
• Kubernetes policy and governance
• Cloud-native development and platform engineering
• Open source contributions

Feel free to reach out at shreyas@shreyasm.com or connect with me on LinkedIn, GitHub, and Hugging Face.