Reality Check

Testing the claims of AI companies, boosters and doomsayers against the evidence.

14 pieces

Reality Check is an opinion column from AI News. Its pieces argue a point of view. Follow the sources listed with each piece to explore the reporting behind the argument. Editorial standards

OpinionReality Check

Microsoft’s Maia 300 is not yet a proven Nvidia alternative

Microsoft plans production deployments in 2027 and intends Maia to become its primary inference system, but has not yet shown production results.

16 hr ago3 min read

Opinion: Reality Check
How does AMD’s CPU-only Helion rack aim to support agentic AI?
The CPU-only blueprint reserves capacity for agent execution and connects to separate model-inference infrastructure, but partner systems remain in development and no independent workload test is cited.
18 hr ago
Opinion: Reality Check
Microsoft’s Maia 300 chip has a 2027 plan, not proof of lower Nvidia reliance
Microsoft says Maia 300 could deliver 40% more tokens per megawatt, but that comparison has not been independently tested and production use is planned for 2027.
Yesterday
Opinion: Reality Check
AI-made songs do not make bot streams legitimate—or the royalty fraud they enabled
Prosecutors said the bot accounts generated 80.9 million YouTube Music family-plan plays in one month; the figure does not measure AI music’s wider impact.
Oct 10
Opinion: Reality Check
OpenAI’s reported $50 billion revenue pace is a claim to test, not a verdict
The reported September pace is below earlier estimates, but partner-sales accounting complicates the comparison. OpenAI’s reported $70 billion target for this year is a forecast, not revenue earned.
Oct 9

More from Reality Check

OpinionReality Check
Cisco’s agentic Webex framework has not proved it can transform enterprise work
Cisco says Dialog will carry customer context across channels and keep tasks moving after calls. Its beta is anticipated for the first quarter of 2027, with no independent performance results cited.
Oct 8
OpinionReality Check
AWS’s generations-long warning about data-center pauses remains unproven
Garman’s warning rests on a count whose scope and project effects are unclear. Amazon’s announced community investments do not establish that local limits would cause lasting national harm.
Oct 7
OpinionReality Check
Does the White House’s Super Intelligence Force have binding power over AI firms?
Trump characterized a separate company accord as morally binding; the force’s reported 120-day assignment is coordination and a report, not demonstrated authority over private AI firms.
Oct 6
OpinionReality Check
OpenAI’s text watermark is a signal, not proof of authorship
At a 1% false-positive target, OpenAI says its detector found marks in about 80% of 200-token psychology passages; synonym edits lowered detection sharply.
Oct 5
OpinionReality Check
OpenAI’s failed automatic stop puts its safety oversight under scrutiny
Former safety employee David Robinson points to two incidents. OpenAI has acknowledged control lapses, but neither incident independently proves his claim about company culture.
Oct 5
OpinionReality Check
For AI chip supply, TSMC talks leave Terafab’s capacity unproven
Culpium reported a possible TSMC role, but SpaceX’s filings leave Terafab’s specific projects unresolved. Neither a manufacturing agreement nor chip output has been established.
Oct 3

OpinionReality Check
CX Tech files plan for campus it says could reach 1GW
CX Tech’s application gives planners a proposal to assess. It does not establish the power arrangements or financing needed to deliver the company’s proposed 1GW campus.
Oct 3
OpinionReality Check
Asymmetric says OpenAI-linked agents retrieved data; secret scraping remains unproven
Asymmetric Security found some data retrieval and other attempted access, but its public records cannot establish sensitive-data collection or a deliberate effort to hide it.
Oct 2
OpinionReality Check
GPT-6.1 Sol's price claim holds up; its near-Astra intelligence claim still needs outside proof
Sol's list prices are one-fifth of Astra's. The near-Astra evidence is mostly OpenAI's own, and a secondhand report of the one outside index has Astra winning most of its tests.
Oct 1

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Reality Check

Microsoft’s Maia 300 is not yet a proven Nvidia alternative

How does AMD’s CPU-only Helion rack aim to support agentic AI?

Microsoft’s Maia 300 chip has a 2027 plan, not proof of lower Nvidia reliance

AI-made songs do not make bot streams legitimate—or the royalty fraud they enabled

OpenAI’s reported $50 billion revenue pace is a claim to test, not a verdict

More from Reality Check

Cisco’s agentic Webex framework has not proved it can transform enterprise work

AWS’s generations-long warning about data-center pauses remains unproven

Does the White House’s Super Intelligence Force have binding power over AI firms?

OpenAI’s text watermark is a signal, not proof of authorship

OpenAI’s failed automatic stop puts its safety oversight under scrutiny

For AI chip supply, TSMC talks leave Terafab’s capacity unproven

CX Tech files plan for campus it says could reach 1GW

Asymmetric says OpenAI-linked agents retrieved data; secret scraping remains unproven

GPT-6.1 Sol's price claim holds up; its near-Astra intelligence claim still needs outside proof

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