I build agents that verify their own work.

I'm Kairav Singh, a genai engineer from Gharuan, Punjab, IN, currently in the 3rd semester · 2nd year of B.E. CSE at Chandigarh University, Gharuan, Mohali.

The thing that runs through everything I build is verification. Agents that grade their own retrieval before answering. SQL that heals itself behind a read-only guard. Failover keys, circuit breakers, hallucination guards, benchmarks with history. I don't trust an LLM answer I can't trace — so I build systems that check their work and show you the evidence.

That's how Plugmere happened: one MCP gateway where any agent borrows any SaaS tool — 12 systems in total, from corrective RAG to multi-agent concierges to a client commerce platform for MSM Enterprises & Handicrafts.

Mostly Python — LangGraph, FastMCP, FastAPI, Flask, Postgres, Redis — plus React when there's a UI. I write about the work on Devpost and ship everything open-source on GitHub.