Thoughts

Notes on building AI that delivers.

Practical lessons from shipping agents, GenAI products, OCR pipelines, and automation.

May 28, 2026·6 min read

AI Agents That Actually Ship (Not Demos)

Why most agent demos die in the lab — and the architecture choices that get them into production.

AI AgentsArchitecture

Apr 14, 2026·7 min read

Lessons from building Samiksha: extraction, structure analysis, validation, and human-in-the-loop review.

OCRDocument AI

Mar 2, 2026·5 min read

How listing optimization with GenAI contributed to a 20–30% monthly revenue uplift.

SEOGenAIGrowth

Feb 10, 2026·4 min read

How teaching insights make better AI products — and why empathy is an engineering skill.

CareerProduct

Jan 20, 2026·8 min read

A pragmatic decision framework for teams choosing between retrieval and fine-tuning.

RAGLLM

Dec 15, 2025·6 min read

Stop shipping prompts on vibes. Here's a lightweight eval setup.

Prompt EngineeringEvaluation