External Grounding
Raising self-correction from 50% to 100% under a noisy notebook
Static demo · no live model
★  Second Loop · Part 2 of 3  ★
Subject modelQwen2.5-3B-Instruct (frozen)
Arbiter v1Qwen2.5-7B (same-family clone)
Arbiter v2Wikipedia + 7B reader
LicenseMIT
No defense — raw 3B
50.0%
6 / 12 on the noisy notebook
Clone-arbiter ceiling
66.7%
three versions stuck here
Calibrated — Guardian 2.3
100%
12 / 12, external grounding
Drag the guardian from sick to calibrated.
Move the lever through six guardian versions and watch corrected answers climb 50% → 100%
Current guardian stage
Sick (no defense)
stage 1 of 6
Corrected answers · higher is better
50.0%
6 / 12 traps correct
No external grounding
vs previous stagestart
net change
The lever — guardian version ← weaker  ·  stronger →
No defense 66.7% plateau Calibrated
All 12 traps — colour = verdict at the current stage · dots = full trajectory · click to inspect Stage: 6 / 12 correct
#46 science-number
Correct answer
Memorized wrong answer
Final answer · Guardian 2.3
Wikipedia retrieval — top sources
trust v2.2 trust v2.3
Verdict across the six guardian stages