About
From the first messy idea to the day someone depends on it.
Biography
Profile
- Based
- Chennai, India
- Role
- Co-founder, PM & lead AI dev, Genrecai
- Study
- B.Tech CSBS, V.S.B. Engineering, 2027
- Builds
- RAG, agents, MCP, full stack
- Contact
I’m Shyamnath Sankar. I study Computer Science & Business Systems at V.S.B. Engineering College and co-founded Genrecai, where I’m the product manager and lead AI developer.
My work sits on both sides of the product. On one side, the engineering: retrieval pipelines that answer from the source, agent graphs that know when to stop, MCP servers that let coding agents use a real browser. On the other, the decisions: what to build first, what to leave out, and how a screen should feel to someone who has never heard the word embedding.
LuminaIQ was picked among the top 150 global startups at StartupGrind 2026. AnyLLM earned its first revenue within a month on Google Play. EduEcho runs feedback for my whole college. I also ship open-source tools like HailBrowser and SelectStar.
- 01Find the one question the product must answer.
- 02Build the retrieval, the agents and the screens around it.
- 03Show every step, so people can check the answer.
- 04Ship small, then keep going until someone depends on it.
From noise to signal
Most of what I build starts as noise: a stack of PDFs, a spreadsheet nobody trusts, a database only one person can query, a web that agents can’t read. The work is turning that into a clear answer, fast enough that people use it every day.
The lines behind this site show the same idea. They wander in the open sections and straighten into parallel signal wherever the work is.
Now and next
- 2025 to nowCo-founder, Product Manager & Lead AI DeveloperGenrecai
- 2023 to 2027B.Tech, Computer Science & Business SystemsV.S.B. Engineering College
What I work with
AI systems
- RAG pipelines
- Multi-agent orchestration
- MCP servers
- LangChain
- Vector search (Qdrant, Chroma)
Product
- Product strategy
- Scoping to ship
- Interface design
- Client delivery
Build
- TypeScript, Next.js, React
- Python, FastAPI, Flask
- Flutter, Kotlin
- SQL, Prisma, Supabase, Firebase
The record so far
- Global Startups, StartupGrind 2026
- Top 150
- Concurrent users LuminaIQ is built for
- 100+
- Client engagements at Genrecai
- 3+
- CGPA out of 10, V.S.B. Engineering
- 8.28