Real-time routing & experimentation engine
Every user is scored across 10+ lenders and sent to the one most likely to say yes, instead of walking a fixed funnel.
- 1.8× value per user
- 0 engineering support
Things I built.
Shipped, not specified.
Underwriting on data nobody was using
Most Indian applicants have no borrowing history, so the models read bank statements, SMS and app usage too.
- 30L+ customers
- Approvals +50%
AI agents for funnel forensics
When a funnel breaks, these agents read code, logs, events and user records in parallel and come back with the cause.
- MCP servers
- Parallel tracing
The analytics stack the firm runs on
Every dashboard, pipeline and KPI, built from nothing, then rewritten to cost $25 a day instead of $50K.
- $50K/day → $25/day
- Retention 45% → 67%
Nexus
A memory layer for AI coding tools: the decisions that live in people's heads, written where any tool can read them.
- Python · PyPI
- 74 tests
- Zero LLM deps
Polymath
A multi-model orchestrator on top of Nexus, so each task goes to the model that is actually good at it.
- Multi-model routing
- 9 subagents
- 216 tests