“The thing about scheduling is that it needs to work reliably. And it won’t.”
Our reading, the sentence that was checked:
OpenAI's ChatGPT task-scheduling agent will not work reliably.
Assessment: Supported Settled before its deadline on 2026-10-29 Evidence as of
Where and when Gary Marcus wrote it
Marcus on AI, AI Agents: Hype versus Reality, redux, paragraph 8.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment marcus-ai-agents-hype-versus-reality-redux-d3f1d2-a3
We recorded 6 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 2025-01-15. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Forecast
- Deadline, as the speaker wrote it
- None stated. This site does not add one.
- 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
- OpenAI's 'task' system that lets you schedule ChatGPT actions
- scheduling needs to work reliably
- And it won't
Our interpretation
- The forecast is about ChatGPT Tasks as released in January 2025 and offered afterward.
- Plain reading: scheduled actions would sometimes fire at the wrong time, not fire, or get altered, so users could not count on them.
- No deadline is stated. I treat it as open-horizon, settled early by documented hands-on failures of the shipped feature.
Counts as supported if: Published hands-on tests or repeated user reports after launch show scheduled tasks not running, running at wrong times, or being altered.
Counts as contradicted if: Independent testing or broad reports show scheduled tasks running correctly and on time with rare failures.
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
In January 2025, Marcus said ChatGPT's new scheduling feature needed to work reliably and would not. A Tom's Guide hands-on review published on 3 April 2025 reported that Tasks pushed a scheduled break back by 12 hours and sent the reminder email at 3 am (e1). The same review reported that ChatGPT overwrote a scheduled self-care task with a dental appointment (e1). On OpenAI's developer community forum, one user wrote on 30 January 2025 that the tasks they had set got no follow-up. Another user in the same thread wrote on 7 August 2025 that a task was confirmed but did nothing (e2). On 6 December 2025, a third user wrote that scheduled tasks did not run on schedule at all (e3). Together, the independent hands-on review and the repeated user reports meet the contract's rule for early support.
Limitations
- The evidence is anecdotal. There is no measured failure rate.
- Forum posts are self-selected and may not reflect typical users' experience.
- The packet found no OpenAI reliability data and no systematic independent test of how often tasks ran correctly.
- The Tom's Guide reviewer also described useful experiences with the feature.
- No deadline was stated, so this result depends on the contract's early-resolution rule.
Evidence (3 items)
Supports the claim: Tom's Guide,
Tasks pushed my break by 12 hours and sent me an email at 3 am
Why it matters here: A hands-on review found Tasks fired a scheduled reminder 12 hours late. The same review reports tasks overwriting one another.
- Publisher
- Tom's Guide
- Kind of source
- News report
- Describes events of
- Public from
Supports the claim: OpenAI Developer Community,
This will be a good functionality when it works, but I agree, it does not. I’ve set tasks but there’s no follow-up.
Why it matters here: A first-hand user report on OpenAI's forum two weeks after launch: scheduled tasks did not follow up. The same thread has an August 2025 report of a confirmed task that never ran.
- Publisher
- OpenAI Developer Community
- Kind of source
- Demonstration
- Describes events of
- Public from
Supports the claim: OpenAI Developer Community,
they simply do not work. They do not run on schedule at all
Why it matters here: A user report nearly a year after launch that scheduled tasks did not run on schedule, showing the problems persisted.
- Publisher
- OpenAI Developer Community
- Kind of source
- Demonstration
- Describes events of
- Public from
Where it was said (1)
Said once in the sources this register covers.
: Marcus on AI, AI Agents: Hype versus Reality, redux
The thing about scheduling is that it needs to work reliably. And it won’t.
- Where
- paragraph 8
- Published
- 2025-01-15
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-ai-agents-hype-versus-reality-redux-d3f1d2-a3: 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-ai-agents-hype-versus-reality-redux-d3f1d2-a3.