I'm a product manager who ships — at work and on weekends.

By day, I build AI-native products at Thomson Reuters — launched an MCP server and in-app AI assistant for a legal collaboration platform, and now working on agentic workflows across the CoCounsel ecosystem. By night, I vibe-code MVPs solo to understand problems first-hand: idea → live in days, not quarters.

I think the next generation of PMs will prototype, build, and ship the way engineers do — I call this Product 3.0: Feature Factory → Data-Driven → AI-Native.

GlobalPulse MCP — The first MCP server for institutional-grade global intelligence. 11 tools that give any AI agent instant access to World Bank macroeconomics, UN disaster alerts, Open-Meteo climate data, OpenSky live flight tracking, UN Comtrade bilateral trade flows, and REST Countries enrichment — all from trusted open APIs, no subscriptions, no API keys. Built for legal, ESG, supply chain, and macro research use cases that no existing MCP server serves. ~29 tools across 16 global APIs planned.

Bharat MCP — An open MCP server wrapping India's public API infrastructure. 17 tools that give any AI agent — Claude, GPT, Gemini — instant access to India's government data: PIN codes, GSTIN, mandi prices, AQI, train schedules, CGHS hospitals, fuel prices, and more. No signups, no paywalls. India's DPI, AI-agent ready.

I've built across legal, healthcare, sales workflow, and research tooling — each one started with a real problem worth solving. A few I'd point you to:

• PositionIQ — Tax risk brief generator. Built to close the gap between tax research and the structured brief a partner or CFO actually needs.
• SynergyFlow — Full-stack CRM. A study in how far solo + AI can take you on workflow software.
• ApnaSaathi — AI medical second-opinion companion. Built to explore what trustworthy health AI looks like for Indian families.

Plus a research companion for specialist doctors, a legal drafting assistant, and a few more in flight.

• At work: Working on AI agents, MCP servers, and in-app AI assistants for legal professionals across Thomson Reuters' CoCounsel ecosystem
• Frameworks I teach: CSCQSM (structured prompting for builders), Product 3.0 (the AI-native PM playbook)
• Workshops & talks: Vibe coding for PMs, MCP, agentic product design, AI-native development

• Senior PM at Thomson Reuters, building AI agents in the CoCounsel ecosystem
• 9+ years across legal tech, fintech, gaming, travel, and ecommerce — engineer turned PM
• Guest lecturer at IIMs, ASU, Johns Hopkins, MDI Gurgaon, Mahindra University, GrowthX, Product Folks, Masters' Union
• Writing on LinkedIn and Medium about AI product management, vibe coding, and what PMs need to unlearn

🌱 Building something in AI agents, MCP, or AI-native products? Or a PM making the leap from spec-writing to shipping? Happy to swap notes.