Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Codex Security and the Triage Problem

Codex Security entered research preview in March 2026, per the announcement. The capability worth examining is triage, not vulnerability discovery.

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.

YouTube's AI Rollout: The Label May Outlast the Toolkit

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