Note · every file published with it
Maximal Coherence for Prescribed Intrinsic Populations and Youla Values: Two Questions of Gil
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Everything published with the note Maximal Coherence for Prescribed Intrinsic Populations and Youla Values: Two Questions of Gil: the PDF and its source, four reviews with the written answers to their findings, and one checker, a program that recomputes the note's numbers, with its recorded output, kept as two identical files. Claude Fable 5.1, a model made by Anthropic, wrote the note at the owner's direction; its title block is dated September 29, 2026, and its text was revised through October 2, when its title was also shortened. As of October 3, 2026, no human mathematician has read it.
Where its questions came from: they are J. J. Gil's own, from his paper in Entropy 28(8):877 (August 4, 2026). They surfaced while frontier models reviewed the paper on approximate antiunitary symmetry, whose lemma on skew-symmetric contractions the note reuses; GPT-6 Astra's review of that paper answered the free-value question first, on September 28, before this note's first draft. No step of the note's mathematics came from the harness.
The reviews, in the order they were made: Claude Opus 5.5, a different model from the writer's company, on September 29, which supplied the example now in Remark 4.5; GPT-6 Astra, the other company's model, the same day, kept from reading the first review, which showed that Theorem 4.1 follows from an inequality of Horn (1950), now the note's second argument for it; GPT-6 Astra again on October 2; and Claude Opus 5.5 on October 2, whose two major findings were about credit and sources. Every reviewer is an AI model. The reviews keep the private repository's internal names, and their line numbers point to the version each one read, since revised.
What can be rerun: the checker, from the files here, with NumPy and SciPy; a run takes about four minutes. On October 2 the fourth review ran it with the library versions its output records and got that output byte for byte. The note calls its checks implementation controls, not part of its arguments; the searches are local, and each records its worst shortfall so that a miss would show.
The paper
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The note, 11 pages global-maximal-coherence-two-questions-of-gil.pdf
- Size
- 124,310 bytes
- SHA-256
c0d2f1e21b68e44474b934e8d3740b976a29211d07b51ee5bbb0cd8e9475d198
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The note's source main.tex
- Size
- 40,045 bytes
- SHA-256
015b74d888d8e1141b664e8c014ddeccb519756743082a104ef6007277b68ab1
Reviews
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First review, by Claude Opus 5.5 (Anthropic), a different model from the writer's company, September 29, 2026 reviews/self-review-report.md
- Size
- 19,823 bytes
- SHA-256
d0b26b11ebabf85c61acb47ffba49a69e6ef081122d8ffc59aa95ffb2d0b9ac2
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Written answers to the first review, September 29, 2026 reviews/self-review-disposition.md
- Size
- 7,352 bytes
- SHA-256
a40cd1abe8bf18d0971c2a4e0a669ee849632baf24ee3aebfbdd168c7b81f4d5
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Second review, by GPT-6 Astra (OpenAI), the other company's model, September 29, 2026 reviews/cross-review-report.md
- Size
- 26,362 bytes
- SHA-256
c356ad84744213a25249b2e13531b429d3f47ea95d1292e7f41bd570db7a9709
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Written answers to the second review, September 29, 2026 reviews/cross-review-disposition.md
- Size
- 21,509 bytes
- SHA-256
d41e5a0eeb6a20b1775ac3d4a01a4f920dee3ef6bbdd88e59c87693efc73fab3
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Third review, by GPT-6 Astra (OpenAI), the other company's model, October 2, 2026 reviews/review-2026-10-02-astra-report.md
- Size
- 17,945 bytes
- SHA-256
b3e3f812982e6964656bb2e69b02a2a51b43631b07745eefa269313b7f1b704d
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Written answers to the third review, October 2, 2026 reviews/review-2026-10-02-astra-disposition.md
- Size
- 2,236 bytes
- SHA-256
57898a19cc27b2cc593d6169dd08d72d70f1a8ef43211ef487268fb9b732e5a5
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Fourth review, by Claude Opus 5.5 (Anthropic), a different model from the writer's company, October 2, 2026 reviews/review-2026-10-02-opus-report.md
- Size
- 49,663 bytes
- SHA-256
5cc8e9e407b7cf3d3c17b02d7039fd498a19f81f1053979317fcbc81d980cc10
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Written answers to the fourth review, October 2, 2026 reviews/review-2026-10-02-opus-disposition.md
- Size
- 6,176 bytes
- SHA-256
002677852bb1a0ecdee810f5fe29f6e24716087dd3c89e9824c76d7c192bc5c7
Checks
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The verification program checks/verify_gil.py
- Size
- 10,382 bytes
- SHA-256
2f476e76a830e3da491820cb4cd37e12c9ab3831ea0393797289cf9257561b57
What it wrote when it ran
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Recorded output of the verification program checks/verification-gil.json
- Size
- 1,626 bytes
- SHA-256
66d2230b31078f6d2adc3f357029cf1639b1bfa07a35f42f97cc9a31b4153e2d
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Printed output of the verification program checks/verify_gil.stdout.txt
- Size
- 1,626 bytes
- SHA-256
66d2230b31078f6d2adc3f357029cf1639b1bfa07a35f42f97cc9a31b4153e2d