There is no actual regulation in EO 14319. It only covers federal government purchasing and vendor management. No one is required to change the "ideology" of an LLM, although they might not be able to sell it to the government.

https://www.federalregister.gov/documents/2025/07/28/2025-14...

That's not accurate. The EO explicitly lays out the implementation

> Sec. 4. Implementation. (a) Within 120 days of the date of this order, the Director of the Office of Management and Budget (OMB), in consultation with the Administrator for Federal Procurement Policy, the Administrator of General Services, and the Director of the Office of Science and Technology Policy, shall issue guidance to agencies to implement section 3 of this order.

A major LLM that did not submit to this would be labeled a "supply chain risk". It's unquestionable that every major LLM would go through this process

It even then goes on to say that existing contracts will be reviewed to ensure they are in compliance (reviewed by OMB)

> (b) Each agency head shall, to the maximum extent consistent with applicable law:

> (i) include in each Federal contract for an LLM entered into following the date of the OMB guidance issued under subsection (a) of this section terms requiring that the procured LLM comply with the Unbiased AI Principles and providing that decommissioning costs shall be charged to the vendor in the event of termination by the agency for the vendor’s noncompliance with the contract following a reasonable period to cure;

> (ii) to the extent practicable and consistent with contract terms, revise existing contracts for LLMs to include the terms specified in subsection (b)(i) of this section; and

> (iii) within 90 days of the OMB guidance issued under subsection (a) of this section, adopt procedures to ensure that LLMs procured by the agency comply with the Unbiased AI Principles.

Does the First Amendment actually let the US government dictate the types of speech you're allowed to put in your LLM? I mean, a US government that's bound by the Constitution, obviously.

The specific text reads like a favor to Elon Musk's xAI, since "Truth-seeking" is the buzzword Elon Musk frequently used to talk about Grok:

Sec. 3

Unbiased AI Principles.

It is the policy of the United States to promote the innovation and use of trustworthy AI. To advance that policy, agency heads shall, consistent with applicable law and in consideration

of guidance issued pursuant to section 4 of this order, procure only those LLMs developed in accordance with the following two principles (Unbiased AI Principles):

(a) Truth-seeking. LLMs shall be truthful in responding to user prompts seeking factual information or analysis. LLMs shall prioritize historical accuracy, scientific inquiry, and objectivity, and shall acknowledge uncertainty where reliable information is incomplete or contradictory.

(b) Ideological Neutrality. LLMs shall be neutral, nonpartisan tools that do not manipulate responses in favor of ideological dogmas such as DEI. Developers shall not intentionally encode partisan or ideological judgments into an LLM's outputs unless those judgments are prompted by or otherwise readily accessible to the end user.

Might be fair to say it’s setting the tone, though, that if you use “woke” (subjectively defined) ideology in any of your company’s marketing, documentation, or other communications you won’t be considered for government contracts. That’s a major blow for any company given the naked corruption and grift coming from the current admin.

With land desperately trying to recoup their costs on multi-hundred million dollar training runs, those are some very fine hairs you're splitting.