“But the writing is on the wall. Sooner or later, powerful people are going to use LLMs to shape your ideas.”
Our reading, the sentence that was checked:
Sooner or later, powerful people are going to use LLMs to shape people's ideas.
Assessment: Supported Settled before its deadline on 2026-10-29 Evidence as of
Where and when Gary Marcus wrote it
Marcus on AI, Has Grok lost its mind and mind-melded with its owner?, paragraph 15.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment marcus-has-grok-lost-its-mind-and-mind-melded-823a8e-a1
We recorded 4 claims from this post. See every claim from this post.
The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2025-05-15. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Forecast
- Deadline, as the speaker wrote it
- “Sooner or later”
- Deadline state when assessed
- Settled before its deadline
- Deadline state on 2026-10-29
- Settled before its deadline (the release’s reference date)
From the speaker
- Sooner or later
- powerful people
- use LLMs
- to shape your ideas
Our interpretation
- This is an open-ended forecast of deliberate persuasive use after May 15, 2025.
- The ordinary reading includes powerful actors acting through governments, companies or directed organizations.
- Using LLM-generated political messages in a public influence campaign qualifies. The wording does not restrict the method to changing a chatbot's system instructions.
- 'Use ... to shape' describes purposeful use; it does not require measured success in changing beliefs.
Counts as supported if: A documented post-publication event shows a powerful actor, directly or through an attributable organization, deploying LLM-generated or deliberately directed output to promote particular views to an audience.
Counts as contradicted if: No finite period without such an event disproves an unrestricted 'sooner or later' forecast. A proposed example fails if attribution, intentional persuasive use or actual deployment is disproved.
Retrospective: these criteria were written after the outcome was public.
Current assessment
Did the forecast come true?
Outcome: Supported
The dated evidence matches what the claim committed to, under the criteria frozen before grading.
Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.
- Evidence as of
- Deadline state when assessed
- Settled before its deadline
- Assessment recorded
- Policy version
- 2026-10-28.7
Rationale
OpenAI documented ChatGPT-generated political comments being published by a Rybar-linked influence operation after Marcus's post. The UK government's attribution connects Rybar to Russian state direction and resources. Together, these establish deliberate use of an LLM by an institutionally powerful actor to promote views publicly. This supports the forecast's ordinary purpose-based reading. It does not establish successful persuasion, Musk's involvement, or manipulation inside a chatbot used directly by the audience.
Limitations
- The result depends on including state-directed organizations and distributed generated messages within the forecast.
- Provider attribution and government attribution are public assessments; their complete underlying records are unavailable.
- The precise day of the August deployment is not supplied.
- A reading requiring demonstrated belief change would remain unresolved.
Evidence (3 items)
Supports the claim: OpenAI,
Three of the comments were then posted on Telegram by three different channels, each of them linking out to the REST article.
Why it matters here: OpenAI traced comments generated with ChatGPT by the Rybar-linked operation to published Telegram posts promoting an allegation of German interference in Moldova. The report describes August in its account of activity preceding February 2026; the year is inferred as 2025.
- Publisher
- OpenAI
- Kind of source
- Company disclosure: the company describing itself, not an independent finding
- Describes events of
- Public from
Context only: UK Foreign, Commonwealth & Development Office,
In December 2025, the UK designated Rybar LLC, a media company that hides its connections to the Russian state.
Why it matters here: The government's attribution identifies partial coordination by Russia's Presidential Administration, state-corporation funding and intelligence-service connections. This supplies the institutional-power link for the operation in e1; it is an official assessment, not a statistical measurement.
- Where
- Rybar LLC
- Publisher
- UK Foreign, Commonwealth & Development Office
- Kind of source
- Independent measurement
- Describes events of
- Public from
Context only: OpenAI,
Our latest report featuring case studies of how we’re detecting and preventing malicious uses of AI.
Why it matters here: The dated release page establishes availability of the February report. That release date is used instead of the case-study page's February 1 label.
- Publisher
- OpenAI
- Kind of source
- Company disclosure: the company describing itself, not an independent finding
- Describes events of
- Public from
Where it was said (1)
Said once in the sources this register covers.
: Marcus on AI, Has Grok lost its mind and mind-melded with its owner?
But the writing is on the wall. Sooner or later, powerful people are going to use LLMs to shape your ideas.
- Where
- paragraph 15
- Published
- 2025-05-15
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-has-grok-lost-its-mind-and-mind-melded-823a8e-a1: Current. Outcome: Supported. Evidence as of 2026-10-28. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment marcus-has-grok-lost-its-mind-and-mind-melded-823a8e-a1.