POIDS, episode 5 of 6. French video series; English technical notes.
A targeted edit that reduces generation loops is not a demonstration that every safeguard can be removed. The Qwen3.5-0.8B experiment concerns accessible weights and a specific failure mode.
It does not demonstrate removing refusal behavior from a large closed commercial model. Nor does it establish that every behavior has one unique, easily removable direction. These are different claims and need different evidence.
Security implications deserve discussion, but the distinction between an observed result and an extrapolated risk must remain visible. This episode makes no claim that behavioral editing or refusal research begins with this particular article.
References and scope
Sparks of Weight-Space Programming — primary author report. MIT CSAIL, November 2, 2026. These are preliminary reported results, not a guarantee of generalization.
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French video series on YouTube · Episode 1
Video images and voice are AI-generated.