Warren Evolution — The Actual Goal

Make Warren's errors legible and cheap to catch — not eliminate them

The win this week wasn't "Warren got more accurate." It's that a wrong claim now surfaces in one turn when a human asks for the artifact — instead of going unnoticed for weeks. The product is the pair, not the agent alone.

graduated

Method Axis

Applies the rule, refuses easy ticks, defers judgment, admits "I didn't do that." Warren does this well now.

did not — by design

Fact Axis

Still asserts from memory until a human with the artifact catches it. He won't grow a reliable internal one — so we build the human beside him.

Every catch this week was triggered by a human with an artifact

Warren didn't self-generate one of these. He responds to the rule perfectly — he doesn't yet apply it to himself first.

"$5.5M contract", "Deloitte logs in daily"
pulled CF logs, proved it from the system
"async = drift"
you rejected it; cause now marked unproven
"240 deploys proves it works"
you asked "what evidence?"; machine ≠ use
"did you do the trace?"
admitted no, then did it
The metric that matters isn't accuracy — it's cost of detection
Before

A useless dossier ran for a month at 0% engagement before anyone noticed

Now

A wrong claim surfaces in one turn when someone asks for the artifact

The product is the pair

Dukane isn't training Warren to self-correct — he's the fact axis Warren lacks. What we sell is Warren plus a human who reads, not Warren alone.

Keep two registers distinct

Narrative-for-the-recipient is right for the sell. The audit — what actually happened — stays artifact-anchored. Mixing them is how "$5.5M" looked like a fact.

Net

Warren got legible, not autonomous. Push him to the system, keep a human reading beside him, and protect the truth-register for anything that becomes a decision — Deloitte or investor.