Funnel forensics using AI
AI agents read code, logs, events and user records in parallel to do RCA of funnel breakages.
5 MCP serversIndependent RCA
See it →
I build products where mistakes are expensive.
Cash loans, trading systems, government transactions. Four years across three industries where the model, the money and the regulator all have to agree.
I'm a product manager who builds - I write the decision logic, wire up the systems it depends on, and ship the screen the user sees.
01Things I built.
Shipped, not specified.
Nexus
A memory layer for AI coding tools: the decisions that live in people's heads, written where any tool can read them.
PyPI74 testsZero LLM deps
See it →
Polymath
A multi-model orchestrator on top of Nexus, so each task goes to the model that is actually good at it.
Multi-model routing9 subagents216 tests
See it →
02Proof of work.
PRDs and prototypes.
PrototypeLending
Right lender at first try
Laid down the inception with eligibility gating. Built into a recommendation system, with ML models powering decisioning and lifting user approvals.
OpenPRDIntegrations
Deep integration
Owning a lender journey end to end: the screens, the vendors, the edge cases and the architecture behind it.
ReadPRDIntegrations
Webview integration
A handful of calls and a link: compose a lender's APIs into generic ports and ship it as configuration.
Read03Three very different rooms.
A lending app, a trading floor, and a ministry.
May 2025 - now
Consumer fintech
Consumer fintechProduct Manager, Lending
Bachatt App · Sole PM, reports to the CEO
₹xx Cr/month in 5 months10+ NBFC partnersBuilt from 0 to 10
Sep 2024 - Apr 2025
Government
GovernmentAssociate Project Manager
Ministry of Finance (DIPAM) · Advised the Joint Secretary
Closed 5+ transactions
Jul 2022 - Sep 2024
Quant finance
Quant financeAssociate Product Manager, Trading and Data Platforms
D. E. Shaw
+12% earnings capture$1B+ influenced200+ hours/month automated28+ BI dashboards
04In the press.
Things I worked on that made the news.
05Notes on building things.
On Substack.
I write about the parts of product work nobody puts in the deck.
Decision logic, messy integrations, and what the data actually said.
Read on Substack →06Let's connect.
If the hard part of what you're building is the decision, I want to hear about it.