Insights
The argument, made in public.
Position pieces from DV. Build notes from inside ZHC. Field notes we can back with numbers. Nothing here is safer than what we’d say in the room.
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Stop Calling It AI Coding
“AI coding” describes what happens at a keyboard. It doesn’t describe what happens to the eighteen systems still waiting behind it, the security review that hasn’t started, or the person who has to own what ships. We stopped using the term in our own materials over a year ago. Here’s why the category itself is the wrong argument.
All insights
Position. Inside ZHC. Field Notes.
Nine pieces to start. Argued the way we’d argue them in the room.

Stop Calling It AI Coding
The category itself is the wrong argument — here’s why we stopped using the term over a year ago.

Software Projects Don’t Fail at the Idea. They Fail in the Handoff.
Every AI development pitch promises speed. Almost none of them touch the actual failure point.

Why We Don’t Sell Speed
Speed is what you get after the constraint model works — sell it first and you’ve told a buyer what they want to hear.

We Turned 18 Systems Into a Production Line
The actual sequence that turned a backlog into an assembly line — Goldratt, not machine learning, is why it worked.

What Ships When Nobody Writes Code
We walked one specification from approved brief to production merge and logged every step.

How We Verify Before We Call Anything Done
What it actually costs to run “trust but verify” instead of just writing it on a values page.

CyberGRC: Six Workloads, One Production Model
Six live GRC workloads, produced by the same constraint model described on this site.

Where the Other Platforms Actually Stop
We mapped exactly where each competitor tier stops — not where their marketing stops, where the software does.

The Handoff Gap, Measured
The one number most vendors in this category won’t publish. Here’s ours, and how we counted it.
Three categories, not a blog
Every piece here does one of three jobs.
Position
DV’s opinion pieces. Category corrections, direct arguments, competitive critique. Not hedged, not run through a committee.
Inside ZHC
Build-in-public. How one real specification became one real production system, with the specifics most companies leave out.
Field Notes
Evidence, not adjectives. What our own production runs show, measured, with the numbers that back the claim.
Read the argument. Then talk to us.
If a piece here changes how you think about what “autonomous” should mean for your enterprise, the next conversation is easy to start.