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docs/SURGERY_PROBE.md

@@ -1,14 +1,14 @@
 # Fractus Post-Surgery Checkpoint Probe
 
-**Date:** 2026-08-16 18:41 UTC
+**Date:** 2026-08-16 18:45 UTC
 
 ## Unified checkpoint
 
 - **File:**  (4.66 GB)
-- **Method:** mean of 4 GPU checkpoints after surgery transforms + 150 steps
+- **Method:** mean of 4 GPU checkpoints after surgery transforms + 150 SGD steps/GPU
 - **Surgery:** gate_temp=2.5, omega_scale=4.0, lb_coef=0.02, Kuramoto gradients enabled
 
-## Training state (live logs before force-save)
+## Training state (live surgery logs before force-save)
 
 | GPU | Tokens | CE loss | lb |
 |-----|--------|---------|-----|
@@ -17,43 +17,92 @@
 | 2 | 187,494,400 | 28.9 | 14.015 |
 | 3 | 184,473,600 | 35.8 | 14.027 |
 
-GPU1 had reached CE ~10.7 in the live surgery process before force-save.
+GPU1 reached CE **10.7** in the live surgery process before force-save.
 
-## Generation test (unified merge)
+## Generation results (full raw outputs)
 
-temperature=0.9, top-k=50, max 40 new tokens, tick-by-tick decode.
+Sampling: temperature=0.9, top-k=50, max 40 new tokens, tick-by-tick CTE decode on the unified merge.
 
-**PROMPT:** The meaning of life is
+### Prompt
 
 
 
-**PROMPT:** Hello, my name is
+### Model output
 
 
 
-**PROMPT:** In mathematics, a continuous system
+---
 
+### Prompt
 
 
-**PROMPT:** Fractus thinks
 
+### Model output
 
 
-**PROMPT:** Once upon a time
 
+---
 
+### Prompt
 
-**PROMPT:** The capital of France is
 
 
+### Model output
 
-**PROMPT:** What is consciousness?
 
 
+---
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+### Prompt
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+### Model output
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+---
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+### Model output
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+---
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+### Prompt
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+### Model output
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+### Prompt
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+### Model output
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+---
 
 ## Interpretation
 
 - Unified post-surgery checkpoint **generates**.
 - Still **word-level repetition collapse** (not coherent sentences).
-- Stable lexical attractors: uphe, Colorado, Fate, Population, commands, Chosen, Towers.
-- Surgery reopened routing (LB active, omega diversified); language coherence still requires further digestion.
+- Stable lexical attractors observed:
+  - 
+  - 
+  - 
+  - 
+  - 
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+  - 
+- Surgery reopened routing (LB active, omega diversified); coherent sentences still need further digestion under the repaired dynamics.