5+ years in engineering | Shipping agentic AI in enterprise & SaaS | Systems thinker
Lead AI Engineer. I take ambiguous AI ideas and turn them into production systems — agentic RAG, multi-agent orchestration, regulated enterprise.
Currently focusing on:
- 🏗️ Enterprise RAG Systems - Advanced contextual retrieval at scale
- 🎯 Context & Prompt Engineering - Optimizing LLM performance
- 📊 MLOps - MLflow integration for monitoring and observability
- 🤖 Agentic AI - Designing intelligent automation workflows
- ✅ Production Experience: Deployed GenAI applications serving enterprise users
- ✅ Full-Stack AI: From data pipelines to LLM integration to deployment
- ✅ Best Practices: MLflow for tracking, context engineering for accuracy
- ✅ Modern Tools: Claude Code, LangChain, FastAPI, Azure AI, Vector DBs
 RAG Architecture Advanced contextual retrieval Enterprise-scale systems Vector database optimization |
 Prompt Engineering Context optimization Chain-of-thought techniques Production LLM performance |
 LLM Applications Full-stack AI development API integration Production deployment |
 Agentic Workflows Intelligent automation Multi-agent systems LangGraph orchestration |
 MLOps & Observability MLflow tracking Model monitoring Performance optimization |
 Cloud Deployment Azure AI services Scalable architectures Docker containerization |
| Category | Tool | Tool | Tool | Tool |
|---|---|---|---|---|
| 🧠 AI & LLMs |
 ChatGPT |
 Claude |
 Claude Code |
 Antigravity |
| 🧩 LLM & Web Frameworks |
 LangChain |
 LangGraph |
 PocketFlow |
 FastAPI |
| 🤖 ML & Deep Learning |
 PyTorch |
 scikit-learn |
 NumPy |
 MLflow |
| 🗄️ Data & Vector Stores |
 PostgreSQL |
 Qdrant |
||
| ☁️ Cloud & Infra |
 Azure |
 Azure AI Foundry |
 Docker |
|
| 🛠️ Dev & Tooling |
 Git |
 Python |
 Hugging Face |
 Ollama |
- Building advanced agentic systems with Claude Code and custom skills
- Enterprise automation patterns (and knowing when NOT to use agents!)
- Voice-enabled GenAI applications for productivity
- MLOps best practices for production LLM applications
- 🎨 Advanced Prompt Engineering techniques
- 🏗️ RAG system design and optimization
- 🤖 LLM-powered learning and productivity tools
- 📊 Deploying AI at enterprise scale
- 💼 LinkedIn: Jairam Hegde
- 📧 Email: devjairamish@gmail.com
- 🌐 Portfolio: Hashnode Blog
⚡ Building exciting tools and application using AI Engineering and GenAI