July 29, 2026Human–AI collaboration

When the Clever Machine Cheats

We broke one creative Skill into four, turned the human into a message bus, then taught the Skill to hire agents and hide the answer from them.

How semantic re-seeding evolved from one self-grading prompt into an agent-orchestrated workflow with restricted context, automatic handoffs, leakage audits, and honest limitations.

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