Collection
Prove the human-AI combination, not just the AI assist
Add two missing evaluation layers to AI-assisted work: compare the combined workflow with both solo alternatives, and inspect who gains or loses instead of hiding heterogeneous effects inside one average.
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What’s included
1 checklist · 1 protocol · 1 template
3 ideas
Template
Benchmark human plus AI against the stronger solo mode
Beating the human baseline is not the same as beating the best available workflow.
Read the idea ChecklistSegment AI gains by experience before standardizing the workflow
An average gain can hide opposite effects across the experience curve.
Read the idea ProtocolUse AI to expose expert patterns, then test whether the skill transfers
A useful copilot should leave some capability behind.
Read the idea