Fractus Post-Surgery Checkpoint Probe
Date: 2026-08-16 18:45 UTC
Unified checkpoint
- File: FRACTUS_1B_SURGERY_MERGED.pt (4.66 GB)
- 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 surgery logs before force-save)
| GPU | Tokens | CE loss | lb |
|---|---|---|---|
| 0 | 176,921,600 | 30.5 | 14.003 |
| 1 | 186,752,000 | 10.7 | 13.975 |
| 2 | 187,494,400 | 28.9 | 14.015 |
| 3 | 184,473,600 | 35.8 | 14.027 |
GPU1 reached CE 10.7 in the live surgery process before force-save.
Generation results (full raw outputs)
Sampling: temperature=0.9, top-k=50, max 40 new tokens, tick-by-tick CTE decode on the unified merge.
Test 1
PROMPT:
The meaning of life is
OUTPUT:
uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe uphe
Test 2
PROMPT:
Hello, my name is
OUTPUT:
Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado Colorado
Test 3
PROMPT:
In mathematics, a continuous system
OUTPUT:
Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate Fate
Test 4
PROMPT:
Fractus thinks
OUTPUT:
Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population Population
Test 5
PROMPT:
Once upon a time
OUTPUT:
commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands commands
Test 6
PROMPT:
The capital of France is
OUTPUT:
Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen Chosen
Test 7
PROMPT:
What is consciousness?
OUTPUT:
Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers Towers
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); coherent sentences still need further digestion.