The Edits Are the Disclosure

Commentary2 min readPublished 2026-02-26AI Primer

Source: Ani Bruna on X

Market NarrativesAI EthicsAI Regulation
Cover image for The Edits Are the Disclosure

Ani Bruna published a detailed examination of what happened after the Citrini Research report went out to 100,000+ subscribers and preceded an 821-point Dow drop. The short version: the co-author, Alap Shah, runs a $262 million SEC-registered hedge fund that held short positions in companies the report named. After publication, the attribution language on the report was quietly changed — from "CitriniResearch & LOTUS have written this" to "Our friend Alap Shah posed the question, and together we brainstormed the answer." A fund became a friend.

Substack emails are immutable. Once sent, they can't be edited. The website version can. So the version that reached inboxes before markets opened on Monday identified an institutional collaboration. The version that exists now on the public web identifies a casual one. That's the whole story, really. Everything else is commentary.

The most interesting structural point has nothing to do with Citrini specifically. Under current SEC rules, 13F filings only report long positions. Short positions — the ones that profit when a stock drops — are invisible. The rule designed to change this, Form SHO, has been delayed to January 2028. No manager has ever filed one. The positions most likely to benefit from bearish research are the positions the disclosure system was not built to reveal. That's not a loophole. That's architecture.

To be fair — and Bruna is, to her credit — Shah held long positions in some of the same companies the report targeted. His fund lost money on those. That's not consistent with a scheme. It is consistent with someone who has a genuine thesis and published it without the disclosure infrastructure that his SEC registration arguably demands. Shah also voluntarily disclosed the short positions on Bloomberg TV two days later. Not everyone would. But "not everyone would" is a different standard than "the law requires."

The piece itself is about twice as long as it needs to be and leans hard on the engagement style it's nominally critiquing — song lyrics, pop culture riffs, a running catchphrase. But the documented edits are the documented edits, and the regulatory gap is the regulatory gap. You don't need the showmanship to see the problem.

When someone changes "co-author" to "friend" after the market moves, they're telling you exactly which word they think matters.

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