Koch Laboratory

Notebook

A dated, deliberately delayed extract of the private research notebook. Directions with patent potential publish the problem and the result, not the construction.

Image moderation without storing images

Not research on a model — the classifier is off-the-shelf and says so — but on the regime it runs in: zero retention, a score instead of a verdict, fail-closed under outage, and a refuted hypothesis about reactive moderation as a cheaper substitute for scanning. Includes what has not been measured.

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Time as an agreed unit and as evidence

Six directions on a time service whose statement is meant to hold for someone who trusts neither us nor our server: a zone-free unit, a clock that ticks without asking the server and publishes its own error, a weekly Merkle log, anchoring in a bank transfer reference beside Bitcoin, a draw nobody can steer, and proof of co-stamping a moment without identity.

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Forecasts with measured own fallibility

A concept-phase program on machine forecasts whose first measured object is their own fallibility: calibration without model self-assessment, resolvability under not-at-random missing ground truth, mechanisms over events and fail-closed self-verification — with the entire construction withheld.

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