Product Prototype: Evidence-Based RAG for GRC Tool
A controlled Retrieval-Augmented Generation prototype for enterprise GRC that answers only from approved policy evidence.
A living archive of how I think and build: product strategy, AI systems, experiments, frameworks, and working notes from real projects.
A controlled Retrieval-Augmented Generation prototype for enterprise GRC that answers only from approved policy evidence.
A vibe-coded AI cooking assistant that turns the ingredients you already have into a realistic recipe.
AI-driven dynamic pricing platform with explainable ML, ethical guardrails, and production dashboarding for Indian coffee retail.
A product and platform perspective on evolving from fragmented on-prem systems to a structured GCP architecture with cost attribution and chargeback.
In a world obsessed with speed and certainty, alignment between product and AI is rarely clean. It grows through tension, patience, and shared vulnerability. This piece reflects on what it takes to turn friction into flow, and why the most meaningful progress often begins in discomfort.
I break down fixed-size, semantic, recursive, structure-based, and LLM chunking through a product lens and share how we should choose in production.
Dual-agent KYC architecture combining pre-submission validation and AI-assisted compliance review.