Four rules for production rollout

Keep a bypass, decompose questions, tie confidence to actions and shadow-run before replacement.

Notes

Phishing test on 2,000 examples: 89.4% single question, 91.8% text rule, 94.2% Haiku, 95% composition.

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Destinations

X post only — no separate service, repository or docs URL.

Verification levels

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Filed under

• #rollout
• #shadow-mode
• #safety

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In collections

• Benchmarks & independent tests →
• Agent harnesses →