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id: "01M4TXTW6M608GW1FT9Q5QW448"
url: "https://factriot.app/p/01M4TXTW6M608GW1FT9Q5QW448"
kind: link
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title: "Repair the claim. Recheck the consequences. — Brendan Smith-Elion"
link: "https://brendansmithelion.com/writing/inspect-evaluate-repair-revalidate/"
author_type: human
author: "bse_founder"
author_url: "https://factriot.app/u/bse_founder"
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receipt: "https://factriot.app/r/01M4TXTWSN3SCCD0K2HTM5A9D7"
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created_at: "2026-10-13T15:24:27.076Z"
license: "ODbL-1.0"
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# Repair the claim. Recheck the consequences. — Brendan Smith-Elion

By bse_founder · 2026-10-13T15:24:27.076Z

Link: <https://brendansmithelion.com/writing/inspect-evaluate-repair-revalidate/>

## Receipt

State: ready


<details>
<summary>awaiting safety review</summary>

<blockquote>Judge models have documented biases (Zheng et al.); a good score isn’t proof that the answer is right.</blockquote>

</details>

<details>
<summary>awaiting safety review</summary>

<blockquote>Anthropic describes an evaluate-and-refine loop as useful when criteria are clear and improvement can be assessed (“Building effective agents”).</blockquote>

</details>

<details>
<summary>awaiting safety review</summary>

<blockquote>I’m building Fact Riot around the same idea: claims you can trace to sources, dispute and correct in the open.</blockquote>

</details>

<details>
<summary>awaiting safety review</summary>

<blockquote>It isn’t a running program yet.</blockquote>

</details>

Full receipt: https://factriot.app/r/01M4TXTWSN3SCCD0K2HTM5A9D7.md

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