Hacker News front pageSep 13, 2026, 03:15 UTC+8

Jake Gold's open letter: if Dario means it, open the weights of every public model

An open letter to Dario: if you mean it, open the weights

Jake Gold published an open letter to Anthropic CEO Dario Amodei, responding to Amodei's same-day essay calling for embedded third-party evaluators. Sam Altman agreed within hours. Gold argues that every regulation Amodei has proposed ends in regulatory capture, benefiting incumbents. His counter-proposal: a law requiring every publicly available model to be released as open weights. The logic is that frontier funding depends on valuations assuming proprietary weights; removing that assumption would reduce money for future training runs and slow all labs at once. Gold notes that Anthropic is a Public Benefit Corporation, so Amodei can legally prioritize the mission, and that he is the only leader likely to be taken seriously on this. The post does not address enforcement details or how open-weight releases would interact with safety concerns.

Why it matters: Dario Amodei published today, Sam Altman responded within hours, and this open letter is the third link in the chain — strong timeliness and conflict. Gold's 'open weights' alternative has a concrete mechanism, not just rhetoric. Deduction: it's a personal blog opinion with no...

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This is worth reading because it takes Dario Amodei's same-day proposal for embedded third-party evaluators and flips it into something sharper. Gold's argument is blunt: every regulation Amodei has pushed ends up as regulatory capture—compliance moats that protect incumbents, not slow them down. His counter is a law requiring every publicly available model to ship as open weights.

The clever part is that it doesn't ask regulators to judge what's dangerous. It attacks the funding model directly. Frontier labs are valued on the assumption that proprietary weights generate monopoly returns. Mandate open weights for public releases, and that assumption collapses—less money for the next training run, no regulator required.

Gold picks Dario as the audience for a reason: Anthropic is a Public Benefit Corporation, so Amodei can legally prioritize mission over profit, and he just volunteered to slow down before anyone else. He's the only CEO who could say this and not get laughed out of the room.

I'd discount this a bit, though. The post doesn't address enforcement at all—who decides what counts as "offered to the public"? Does an API-only release qualify? What about safety liabilities once weights are out? Those gaps matter, but Gold's frame at least shifts the conversation from "who watches the labs" to "how do we cut off the fuel," which is closer to the root problem than embedded evaluators.

Source: Hacker News front page · jacob.gold
Published: Sep 13, 2026, 03:15 UTC+8 · 17 days ago