HomeProjectsBlogContact
Tips & writing

Notes from the workbench

Practical engineering tips, design theory and performance breakdowns — written for developers and founders who like their advice tested in production.

Your AI-Built MVP Works. That Is the Problem.

Your AI-Built MVP Works. That Is the Problem.

84% of developers now use AI coding tools and only 29% trust the output. Duplication is up, refactoring has collapsed, and roughly 45% of AI-generated code ships with a security flaw. Here is how to audit an AI-built codebase before it becomes a rewrite.

Read
DPDP Compliance Is an Engineering Project, Not a Policy PDF

DPDP Compliance Is an Engineering Project, Not a Policy PDF

India's DPDP Rules give you until 13 May 2027 for full compliance, with the consent manager framework opening in November 2026. Most of what the law demands is code — consent infrastructure, deletion pipelines, DSAR workflows. Here is the build list.

Read