principles
Operational rules distilled from lived work.
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Signal Surfacing Needs a Lever
Before bringing any external signal to someone's attention, answer which lever it pulls. If none, don't surface. Filter is upstream, not downstream.
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Truth is First-Person
If AI-written framing gets laundered into your permanent record, the archive stops being a reliable record of who you are.