Notes from the room.

Working notes from the instruments: what a certificate actually guarantees, what an audit turned up, what broke and how we found out. Every post carries the commands behind its numbers.

next dispatch · November 13, 2026

Methods latest

The honest no

Finding a spectrum that satisfies your constraints is the easy half. Saying that none exists, without overclaiming, is the hard half.

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  1. Instruments

    Pixels that cannot be surfaces

    Some colors in an image could not have come from any physical surface under the stated light. That is not an anomaly score — it is a proof.

  2. Engineering

    The fuzzer that found a hang

    CI stalled and got cancelled. It was not flaky infrastructure — it was an unbounded loop that had been in both engines since the kernel was written.

  3. Color science

    Remap, not restore

    Software that claims to correct color blindness is describing something impossible. What it can honestly do is still worth doing.

  4. Instruments

    Ridges that are not there

    A rainbow colormap invents features your data does not contain. Persistent homology turns that complaint into a count.

  5. Methods

    Testing without an oracle

    When you cannot say what the right answer is, you can still say what must be true about it. Nine relations that catch bugs no example test would.

  6. Instruments

    How many colors can you actually tell apart?

    The folklore answer is a sphere-packing estimate for one observer. The useful answer is a bracket, for your class count and your observers.

  7. Engineering

    The macro that never compiled

    For weeks this project had a C++ engine, a test suite, and a CI badge. None of it had ever run. Here is how that happens and what it costs.

  8. Engineering

    Three engines, one answer

    A TypeScript reference, a C++ core, and a WebAssembly build all compute the same 401 numbers. Here is the machinery that makes that true and keeps it true.

  9. Methods

    What a certificate is, and what it isn't

    A guarantee over a continuum of lights is worth more than a test over five of them. It is also much easier to get subtly wrong.

  10. Instruments

    The hidden crowd

    Behind every color sits an infinite family of spectra that produce it. That family is a convex body, and you can measure it.

  11. Color science

    Thirty-eight numbers

    Why this lab represents a color as a spectrum on a fixed grid instead of three coordinates, and what that choice buys you.