Cloud • GenAI • Agentic Systems • Platform Engineering
I’m a technology leader with 21+ years of experience across Cloud, DevOps, AI/ML, and Platform Engineering.
Currently working at Amazon (AWS) and actively designing and building production-grade AI systems.
My current focus is on Agentic AI, LLM orchestration, and cloud-native automation platforms that solve real operational problems.
I design and build LLM-driven agent systems that go beyond chatbots:
- Multi-agent collaboration and task orchestration
- MCP (Model Context Protocol) based architectures
- Autonomous planning, execution, and validation loops
- AI agents for CloudOps, DevOps, Sustainability & IoT
Recent work includes:
- AgentK8s – EKS operational review & prescriptive action-planning agent
- Smart Waste Management – ESP32 + AWS IoT + GenAI analytics
- AI-based MRV Platforms – emissions measurement, reporting & verification
- AWS (EKS, Bedrock, Lambda, IoT Core, DynamoDB, S3, CloudWatch)
- Azure, Google Cloud
- Python
- LLM Agents, RAG, Vector Databases
- LangChain, LangGraph
- TensorFlow, Scikit-learn, MLflow
- Kubernetes, Docker, Helm
- Terraform, Ansible
- GitHub Actions, Jenkins
- Prometheus, Grafana
- Python, Node.js
- FastAPI, NestJS
- REST, OpenAPI
- PostgreSQL, MongoDB, Redis
- ESP32, Arduino, Raspberry Pi
- MQTT (Mosquitto), AWS IoT Core
- Building reliable, production-grade AI systems
- Agent observability, safety, and failure handling
- Turning expert decision-making into software
- Sustainable tech & real-world impact
- Mentoring engineers and reviewing architectures
- Agentic AI & MCP-based systems
- GenAI product architectures
- Cloud automation & DevOps intelligence
- IoT, sustainability & smart infrastructure
- Early-stage ideas, architecture reviews & pilots
- LinkedIn: https://linkedin.com/in/pravinkumar-m-5922527
- Medium: https://medium.com/@pravinmenghani
- Instagram: https://instagram.com/menghanipravin
- Email: pravinmenghani@gmail.com
“Strong systems outlive strong opinions.”