Lead Product Engineer Β· AI Product Engineer Β· GenAI Systems Builder
| Lead | Build | Ship |
|---|---|---|
| Product engineering and AI strategy | Voice agents, RAG pipelines, knowledge graphs | Full-stack platforms, cloud pipelines, developer tooling |
North star: build useful AI as dependable product systems, not merely demos.
I'm a Lead Product Engineer and AI Product Engineer building production-grade GenAI systems end to end, from voice agents and knowledge graphs to the full-stack platforms and cloud pipelines that ship them.
- π Building GenAI systems: voice agents, RAG pipelines, and knowledge-graph platforms
- ποΈ Architecting full-stack products with Next.js, FastAPI, Supabase, Neo4j
- βοΈ Automating delivery on Azure DevOps, AKS, and Kubernetes (CI/CD, PV/PVC, Ingress)
- βοΈ Writing and speaking on applied AI, DevOps, and software architecture
- π« Reach me at komalsrinivasan.l@gmail.com
| Area | Focus |
|---|---|
| Voice Agents | Real-time speech-to-speech and domain knowledge capture |
| Agentic Systems | LLM workflows and local model inference |
| Knowledge Graphs | Relationship-aware systems for complex domains |
| Product Platforms | Full-stack systems built to be shipped and operated |
- π οΈ Building real-time voice agents and knowledge-graph systems for domain knowledge capture
- π± Going deeper on agentic LLM workflows and local model inference (llama.cpp / MLX)
- π€ Open to collaborating on GenAI and developer tooling
| Domain | Focus |
|---|---|
| GenAI Applications | Conversational agents, document/RAG systems, and autonomous workflows on LangChain, LlamaIndex, and LangGraph |
| Voice-Driven Agents | Real-time STT β LLM β TTS pipelines (Azure OpenAI Realtime, Whisper, Pipecat) |
| Knowledge Graphs | Neo4j + Cypher schemas for complex, relationship-heavy domains |
| Full-Stack Platforms | Type-safe Next.js / TypeScript frontends on Supabase + FastAPI backends |
| Cloud & DevOps | Azure AKS pipelines, IaC with Bicep / Terraform, containerized microservices |
| Project | Description | Stack |
|---|---|---|
| AgriGuru | Multilingual agricultural AI assistant with crop-disease detection | FastAPI Β· AWS Bedrock Β· LLMs |
π More on my pinned repositories above β
Claude Certified Architect (Anthropic Academy, Foundations) Β· Microsoft Certified: DevOps Engineer Expert Β· Azure Fundamentals Β· Azure Developer Associate Β· AZ-400 exam
- [The Model Context Protocol: The Missing Link in AI Development](https://komalvardhan.medium.com/the-model-context-protocol-the-missing-link-in-ai-development-af40a57fe553?source=rss-cc691a1c3cea------2) β
Mon Jul 07 2025 4:55 AM
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Your Privacy Is at StakeβββAnd Itβs Worse Than You Think β Tue Apr 01 2025 6:08 AM
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DeepSeek: The Chinese AI Revolution β Tue Jan 28 2025 3:53 AM
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Understanding the Shift in Software Development Jobs: Where Have They Gone? β Thu Dec 05 2024 10:30 PM
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The Ultimate Guide to Getting the Most Out of Life: Time Management for Mortals β Thu Dec 05 2024 4:30 PM
Auto-updates from Medium. See more at komalvardhan.medium.com
| Metric | Count |
|---|---|
| Total contributions | 1752 |
| Total commits | 256 |
| Pull requests opened | 84 |
| Pull requests merged | 72 |
| Issues opened | 0 |
| PR reviews | 0 |
| Current streak (days) | 4 |
| Longest streak (days) | 14 |
| Metric | Count |
|---|---|
| Total contributions | 101 |
| Total commits | 1 |
| Pull requests opened | 0 |
| Pull requests merged | 0 |
| Issues opened | 0 |
| PR reviews | 0 |
| Current streak (days) | 0 |
| Longest streak (days) | 5 |
| Metric | Count |
|---|---|
| Total contributions | 1385 |
| Total commits | 83 |
| Pull requests opened | 84 |
| Pull requests merged | 72 |
| Issues opened | 0 |
| PR reviews | 0 |
| Current streak (days) | 4 |
| Longest streak (days) | 14 |
1,791 contributions in the last year
Building useful AI, one shipped feature at a time.








