figure: promote confirmed nonlinear hardware results

1 files changed, 6 insertions, 4 deletions

diff --git a/visual-composer/physical-hardware-evidence.md b/visual-composer/physical-hardware-evidence.md
index b271127..566133c 100644
--- a/visual-composer/physical-hardware-evidence.md
+++ b/visual-composer/physical-hardware-evidence.md
@@ -9,16 +9,18 @@
   mismatch, noise, stale refresh, and their combination at the task endpoint?
 - **Evidence layer:** hardware-realistic simulation; no fabricated-chip claim.
 - **Source data:**
-  `results/physical_bias/p5_full_grid_bias_crossover.json`,
+  `results/physical_bias/p11_nonlinear_hardware_confirmation.json`,
   `results/physical_bias/p9_grid_correlated_autozero.json`, and
   `results/physical_bias/p8_spice_autozero_primitive.json`.
 - **Statistics / uncertainty:** four device draws are averaged within each of
-  40 tasks; tasks are resampled for percentile 95% bootstrap intervals.
+  40 tasks in the sampler sweep, while three new device draws are averaged in
+  the nonlinear confirmation. Tasks are resampled for percentile 95%
+  bootstrap intervals.
 - **Figure prototype:** horizontal method comparison, mismatch response curves,
   and horizontal nonideality comparison.
 - **Panel map:**
-  - (a) nonlinear CLLN final error across clean, raw, calibration,
-    overclamping, SDIL, and their combination;
+  - (a) untouched nonlinear CLLN confirmation across clean, raw, calibration,
+    clean overclamping, imperfect overclamping, SDIL, and their combination;
   - (b) final error against measured local sampling-error RMSE for pedestal
     and gain mismatch sweeps;
   - (c) final error under common pedestal, sampling noise, stale neutral