J-space in practice: using Anthropic's Jacobian lens to decide what an LLM can forget
Anthropic published Verbalizable Representations Form a Global Workspace in Language Models on July 6, and the vocabulary it introduced is suddenly ev…
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I Built a Self-Referential AI System. Then Anthropic Discovered the Same Architecture in Claude.
LLMs drift. They forget rules mid-conversation. They cannot verify their own output. These are not bugs in a single model — they are properties of any…