Abner Shang

尚臻业

Strategy into structure. Structure into results.

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World Models Relocate Hallucination Rather Than Removing It

World models improve grounding, but hallucination comes from generating without verifying, so switching modality moves the failure somewhere less legible...

LeCun Says the LLM Revolution Is Over. The Verification Argument Is the Part Worth Arguing With.

2026-07-30

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World Models Relocate Hallucination Rather Than Removing It

Codex Security and the Triage Problem

Self-Modifying Agents Are Version Control With Better Manners

Singapore Is Pointing AI Governance at Runtime, Not Weights

LeCun Says the LLM Revolution Is Over. The Verification Argument Is the Part Worth Arguing With.