Liquid Through Computers

A QC lab is robotic because the regulation makes the method get written and proven before anyone runs it. Data work never gets that boring, and only half of the reason is a good one.

October 28, 2026 · 3 min · Joe Capozzoli

The Bill Was Right

GitHub’s agent adoption metrics undercounted for a stretch this year while the invoice stayed correct, and the difference between the two numbers is who would have noticed. An adoption chart with no such person on it isn’t a measurement yet.

October 18, 2026 · 4 min · Joe Capozzoli

Sunset Dates Are for Strangers

A vendor deprecates by announcing a date because it can’t see its callers. An internal platform can read every caller and open a pull request against it, and most platform teams copy the vendor’s playbook anyway. The part of the migration that lever can’t cover is the consumer’s sign-off.

September 14, 2026 · 5 min · Joe Capozzoli

Every Request Weighs the Same

An internal platform has no price, so it can’t rank the work fairly and it can’t refuse anything cleanly. Every ’no’ turns political, and the roadmap ends up set by whoever escalates best.

July 21, 2026 · 4 min · Joe Capozzoli

Generation Got Cheap. Review Didn't.

The pitch for autonomous coding is a multiplier on how fast you write code. But writing was never the part a human has to stand behind, and the part they do stand behind got no cheaper, and probably got worse.

July 18, 2026 · 4 min · Joe Capozzoli

Nobody Chose Your Platform

An internal platform’s adoption chart looks like a vote and isn’t one. When the teams on it had nowhere else to go, the number everyone reports up means almost nothing, and the most captive consumer of all is the app you built it for.

June 28, 2026 · 3 min · Joe Capozzoli