AI Product Manager building at the intersection of AI and regulated industries.
I ship AI products in domains most teams avoid — financial compliance, regulatory interpretation, wealth management. Where hallucination isn't a fun demo bug, it's a regulatory violation.
Currently: making Claude work for Indian banks, NBFCs, insurance companies, and retail investors.
Most AI product work is cosplay. Real AI PM work means: choosing what the model should not do, designing for failure modes that matter, and shipping in industries where "move fast and break things" gets you a SEBI notice.
Two open-source frameworks for building production apps with Claude Code — not just code generation, but the full company: strategy, brand, design, engineering, compliance, growth, monetization.
|
28 specialist agents. Full lifecycle.
Solo Builder Mode — revenue-first ordering, energy-aware routing, decision journal, progress dashboard. Spec-driven workflow. Persistent session memory. Strategy, design, frontend, backend, SEO, analytics, marketing, legal, security, growth, pricing, finance, community. Evaluator + Devil's Advocate at every phase gate. |
26 specialist agents. Idea to App Store.
iOS (SwiftUI) · Android (Jetpack Compose) · React Native · Flutter ASO, push notifications, monetization (StoreKit 2, RevenueCat), compliance (ATT, Privacy Manifests), mobile backend. Same Solo Builder Mode. Same eval system. |
What makes these different: The orchestrator is prohibited from writing code or making decisions (Negative Permissions). It can only route to agents. This solves the #1 problem with multi-agent systems — the orchestrator doing everything itself.
| Project | What it does |
|---|---|
| Boredfolio | India's most transparent mutual fund analysis. Next.js + Claude-powered fund intelligence with regulatory data and plain-English analysis with citations. |
| RegAI | RAG pipeline for SEBI and RBI regulations. Domain-specific chunking that preserves table context and amendment chains. Claude + pgvector + FastAPI. |
| Agent PM | Claude-powered PM agent. PRDs, tickets, backlog prioritization. |
| Project | What it covers |
|---|---|
| Agentic WealthOps | 52 use cases for AI agents in Indian wealth operations — broking, MF distribution, insurance. |
| The Delusional Manifesto | 22,000-word thesis on AI-native personal finance in India. 10 chapters, 5 product specs, full architecture. |
| Claude for Indian BFSI | Go-to-market playbook for Claude in Indian banking. RBI compliance mapping, enterprise use cases, prompt templates. |
| LLM Eval BFSI | Evaluation framework for LLMs on Indian financial services tasks. |
| Awesome AI for Regulated Industries | Curated tools, papers, and repos for AI in finance, healthcare, and legal. |
- anthropics/financial-services-plugins#15 — Indian BFSI plugin
- anthropics/claude-cookbooks#407 — Domain-specific RAG cookbook