Logbook.

A living archive of how I think and build: product strategy, AI systems, experiments, frameworks, and working notes from real projects.

Product Prototype: Evidence-Based RAG for GRC Tool

RAGGRCComplianceAI

A controlled Retrieval-Augmented Generation prototype for enterprise GRC that answers only from approved policy evidence.

Recipe Rescuer

Next.jsSupabaseGeminiVibe Coding

A vibe-coded AI cooking assistant that turns the ingredients you already have into a realistic recipe.

Explore app

AI Dynamic Pricing

AIPricingRetail Analytics

AI-driven dynamic pricing platform with explainable ML, ethical guardrails, and production dashboarding for Indian coffee retail.

How I think about moving from on-prem infrastructure to a GCP platform

CloudPlatform EngineeringGCPArchitectureFinOps

A product and platform perspective on evolving from fragmented on-prem systems to a structured GCP architecture with cost attribution and chargeback.

The Space Between Product and AI

Artificial IntelligenceDeep-Dive Analysis

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.

Why I Treat Chunking as a Product Decision

RAGLLMsRetrievalSystems

I break down fixed-size, semantic, recursive, structure-based, and LLM chunking through a product lens and share how we should choose in production.

How to build a KYC Solution using AI

KYCComplianceAI Agents

Dual-agent KYC architecture combining pre-submission validation and AI-assisted compliance review.