A “deception” feature isn’t proof. CHIVE asks: can interpretability predict how a model responds to new prompts?
#AI #Interpretability #MechanisticAI https://spaisee.com/article/chive-s-warning-seeing-inside-a-model-is-not-the-same-as-explaining-it
#AI #Interpretability #MechanisticAI https://spaisee.com/article/chive-s-warning-seeing-inside-a-model-is-not-the-same-as-explaining-it
CHIVE’s Warning: Seeing Inside a Model Is Not the Same as Explaining It
Anthropic’s CHIVE study finds activation-reading tools did not outperform transcripts at predicting behavior changes, underscoring why interpretable features are clues, not proof, of causation inside AI models.
spaisee.com
September 22, 2026 at 10:05 AM
A “deception” feature isn’t proof. CHIVE asks: can interpretability predict how a model responds to new prompts?
#AI #Interpretability #MechanisticAI https://spaisee.com/article/chive-s-warning-seeing-inside-a-model-is-not-the-same-as-explaining-it
#AI #Interpretability #MechanisticAI https://spaisee.com/article/chive-s-warning-seeing-inside-a-model-is-not-the-same-as-explaining-it
Long chain-of-thought works like a molecule: deep steps, self-checks, explorations—held together by different “bonds.” Copy the text and you still miss the structure. go.abvx.xyz/ewbg62
#LongCoT #MechanisticAI #ReasoningModels #Distillation #AIResearch #SyntheticData #ModelDistillation
#LongCoT #MechanisticAI #ReasoningModels #Distillation #AIResearch #SyntheticData #ModelDistillation
The Molecular Structure of Thought: Why Long Chain-of-Thought Isn’t “Text” — It’s Topology
Why distillation fails, why “reasoning traces” are a moat, and how MOLE-SYN tries to copy the shape of thought — not the words.
go.abvx.xyz
March 6, 2026 at 8:58 PM
Long chain-of-thought works like a molecule: deep steps, self-checks, explorations—held together by different “bonds.” Copy the text and you still miss the structure. go.abvx.xyz/ewbg62
#LongCoT #MechanisticAI #ReasoningModels #Distillation #AIResearch #SyntheticData #ModelDistillation
#LongCoT #MechanisticAI #ReasoningModels #Distillation #AIResearch #SyntheticData #ModelDistillation