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README.md

@@ -39,7 +39,15 @@ Trace is a small open-source 504/7(a) screening model for CDFIs and lenders. Ask
 
 Not an SBA product. Does not speak for SBA. Does not determine eligibility. Does not decide credit. Not for applicants.
 
-![ScreenBench holdout](holdout.png)
+![Occupancy opens 13 CFR 120.131](occupancy.png)
+
+## The desk
+
+Claude researches. Codex writes the repo. Grok makes the stills. Qwen is the open 7B Trace sits on. Trace opens the paragraph.
+
+![The desk](desk.png)
+
+Codex and Grok were not run on ScreenBench. Do not invent an all-pass for them.
 
 ## SOP in force
 
@@ -93,13 +101,15 @@ Lake on disk: 23 official sources, 4,775 chunks. Size and franchise are **lookup
 
 Weights learn **how to screen**. Facts that move (SOP revs, notices) stay in the dated lake. If it is only in the weights and the SOP changes, the model lies with confidence.
 
-## ScreenBench
-
-Same code grader. `verified: false`.
+## Three columns. Never averaged.
 
 ![Tools / retrieve / Trace](columns.png)
 
-**Holdout n=12**
+## ScreenBench
+
+Same code grader. `verified: false`. Lab board, not the hero.
+
+![Holdout](holdout.png)
 
 | Seat | All-pass | False kill |
 |---|---|---|
@@ -108,11 +118,7 @@ Same code grader. `verified: false`.
 | Weights alone | 0.50 | 0 |
 | **Trace** | **1.00** | **0** |
 
-**Exam-v1 n=76** (not the Hub gate)
-
-![Exam](exam.png)
-
-12/12 is Trace the product (weights + lake + runner). 6/12 is the adapter with the runner off.
+12/12 is Trace the product (weights + lake + runner). 6/12 is the adapter with the runner off. Codex and Grok are not rows.
 
 ## Quickstart