quizforge/
Turns any document into enriched Anki-style flashcards using a two-pass LLM pipeline. Built because reading twice is inefficient and forgetting is worse.
Audits data by day. Builds tools by night. Learns Kannada somewhere in between.
I work on data management and analytics for Internal Audit at Allstate India — which means I spend my days asking GenAI systems, event streams, and Microsoft Fabric pipelines to explain themselves. They usually do. Eventually.
WP-01 / The work
A career path best described as "plot twists, professionally documented."
I started out running a bank branch in Bihar, detoured through an MBA at IIT Roorkee, spent years in Big 4 consulting building fraud analytics and audit dashboards, and landed where data, risk, and AI collide. Today I design audit frameworks for GenAI use cases, build data quality assessments for event-driven systems, and advise leadership on data strategy — evaluating ML pipelines from both a delivery and an assurance lens. Along the way I've mentored 20+ consultants, most of whom still talk to me.
Leading Internal Audit's data management & analytics practice — GenAI audit frameworks, event streaming assurance, SOX automation in Microsoft Fabric.
Embedded analytics into internal audit for global IT and e-commerce clients — fraud detection in R and Alteryx, channel partner risk dashboards, revenue leakage hunts.
e-Governance projects for the Government of Karnataka.
End-to-end analytics delivery for international clients — problem framing to dashboards.
Ran a full bank branch, topped the zone in car loans, and plugged revenue leakages the old-fashioned way — by reading everything.
Where the finance brain met the engineering brain. They've been arguing productively ever since.
WP-02 / After hours
Side projects: where "scope creep" is a lifestyle, not a finding.
$ ls --things-i-made
Turns any document into enriched Anki-style flashcards using a two-pass LLM pipeline. Built because reading twice is inefficient and forgetting is worse.
A desktop transcription app with two-pass Hindi-English transcription on faster-whisper. Meetings end; transcripts are forever.
A rule-based Nifty 50 swing-trade screener — Williams %R pullbacks, 200-SMA trend filter, ATR-sized stops. The rules don't panic. I occasionally do.
A Chrome extension for saving, searching, and exporting your best LLM prompts locally. Because your best prompt shouldn't die in a chat you can't find.
$ next_project --status █
WP-03 / Field notes
Longer thoughts on data, audit, AI, and whatever else survives a second draft. Money-specific writing lives at charpaisa.com.
WP-04 / Exhibits
Photographic evidence, admissible in casual conversation.
WP-05 / Off the clock
Disclosed voluntarily, in the interest of full transparency.
Chief Chaos Officer. Reports daily, escalates hourly.
Also second-guessing field placements from the sofa.
Cultivating patience, one wuxia chapter at a time.
The destination is negotiable. The playlist is not.
Progressive overload, tracked like everything else in my life.
I read supplement labels the way I read audit evidence.
A long-running engagement. Findings pending.
WP-06 / Currently
Last updated when this page was built. Auditor's honesty.