Anshul Patil

Building Stratum.

visit now:

[Anshul Patil @Anshulpt2011]

Building a product solo with AI coding agents, writing code got cheap.

What didn't: reading every diff, running the tests myself, and saying no when the agent is confidently wrong.

Review is the job now.

[Anshul Patil @Anshulpt2011]

@hijaidev @avinxshKD I bet it can for 99% of the careers out there

[Anshul Patil @Anshulpt2011]

CODEOWNERS gotcha: docs/* only matches files directly inside docs, not nested folders.

If you want everything under it, write docs/ instead.

My own CODEOWNERS parser got this wrong too.

[Anshul Patil @Anshulpt2011]

@hijaidev @avinxshKD ayo 💔
Why so ?

[Anshul Patil @Anshulpt2011]

@hijaidev @avinxshKD Gsoc peeps are unemployed?

[Anshul Patil @Anshulpt2011]

A regex in my code reviewer hung for 11 minutes on a single PR.

The cause: minified JavaScript. Long lines full of escapes sent the pattern into catastrophic backtracking.

The fix was a scanner that reads each line once.

[Anshul Patil @Anshulpt2011]

If an AI reviewer leaves 10 comments on your PR and 3 are wrong, do you still read the other 7?

Or does one bad comment teach you to ignore the bot for good?

[Anshul Patil @Anshulpt2011]

All four stages are built and working end to end. Building this in public from here on: what ships, what breaks, what I find wrong with my own assumptions. Follow along.

[Anshul Patil @Anshulpt2011]

Introducing Stratum, a living intelligence layer for your codebase, not just a PR bot. Most AI review tools read a diff, leave a comment, and forget the PR ever existed. Stratum doesn't stop there.

[Anshul Patil @Anshulpt2011]

Drift: a live view of your architecture's health, computed from everything the Review stage has learned over time. Which modules are quietly accumulating risk, which boundaries are eroding.

[Anshul Patil @Anshulpt2011]

Incident: when something breaks in production, correlates the live error (Sentry/Render/Railway) against your reviewed PRs to rank likely root causes. "Why is this broken" becomes a ranked list, not a guessing game.

[Anshul Patil @Anshulpt2011]

@GithubProjects https://t.co/50tyYL7BpE

[Anshul Patil @Anshulpt2011]

Not affiliated with @GoldmanSachs, but I noticed a possible React hydration issue on the careers page.

Console shows minified React errors #418 and #423. Some blocked analytics logs are also present, likely extension-related.

Sharing in case useful for the web/frontend team.

[Anshul Patil @Anshulpt2011]

@Doctorbakhtiyar @OnePlus_IN regretting after buying the tablet really bad service