What’s actually changing in AI tools
Short, sourced summaries: no hype, no filler. Every piece says where its claims come from.
GPT-6 Astra is a real leap on the tests OpenAI chose, and a tie on the ones it did not
OpenAI's new model saturates two benchmarks and is the first rated Critical for cyber capability. On the main independent index it opened level with its own predecessor. Both of those are true.
SEO, AEO, GEO, AIO. Most of the acronyms are noise, and one number should worry you
A widely shared video walks through the new search acronyms and concludes they are all just SEO wearing new hats. That conclusion is half right, and the half that is wrong is the expensive half.
The harness is the product. What the agent leaderboards cannot tell you about it
The scaffolding around a model now has a name. It explains why the same model feels brilliant in one tool and useless in another, and why the board everyone quotes cannot separate the two.
Mistral now sells a Chinese model on its sovereign platform, at Z.ai's own price
Europe's AI champion has started serving Z.ai's GLM-5.2 from its own infrastructure. It reads like a retreat from the frontier. The price list says something more specific.
Translator, then historian. The AI job list everyone quotes measures the wrong thing
Two investors work through which jobs artificial intelligence ends, using a Microsoft ranking as their evidence. The ranking is real. It does not measure what they think it measures, and that gap explains most of the confusion about AI and work.
The bottleneck was never intelligence. It is electricity, and the data centre is the wrong shape for it
A brand film for a distributed compute company opens on the Texas blackout rather than on a chip, and it is making a serious argument: hyperscale campuses cannot flex, so move the computer to the power instead. The thesis holds. Several of the numbers do not.
Ox Alpha was GLM-5.3-Flash. The mystery model was a product test
Z.ai let developers judge an anonymous coding model before revealing the maker. The reveal is useful; the experiment behind it is more interesting.
Intelligence got 1,000x cheaper. Your AI bill went up. An 1865 book on coal explains why
The price of a unit of AI has collapsed faster than chips or bandwidth ever did, and subscriptions still climbed from $20 to $200. That is not greed. It is a mechanism William Stanley Jevons described about coal in 1865.
One AI, two price tags: America bets on rent, China bets on irrigation
The same week China's leader offered AI to humanity, OpenAI was preparing a $1 trillion IPO. Neither side is telling the whole truth, and the numbers say both are being perfectly rational.
Can you remove Claude's watermark? The honest answer beats the hacks
Everyone's hunting for a trick to strip Claude's invisible watermark off their AI text. The trick doesn't exist the way you want it to, but the thing you actually need does, and it's simpler.
Claude is watermarking its words now. Here's what that actually detects, and what it can't
Anthropic is weaving an imperceptible, machine-readable mark into Claude's text and signing its images. We checked what the watermark proves, what strips it, and why the EU deadline made it happen now.
He called AGI for 2030, in 1988. The compute-boom math, fact-checked
A French investor’s five-year thesis says computing power is becoming the economy’s scarcest asset. The 1988 prediction at its heart checks out, and so, mostly, do the GPU numbers.
You don’t need a startup: seven career moves to real wealth, fact-checked
A viral operator’s manual says a salaried career can make you a millionaire without founding anything. The playbook is sounder than most money advice, and we checked its studies, stories and stats against the sources.
Five businesses AI supposedly can’t kill. We checked the numbers.
A viral pitch says five human-centred business models will survive while AI commoditises everything else. The frameworks mostly hold up; several of the numbers attached to them do not.
5 things nobody tells you about Hermes Agent OS
One of the biggest open-source AI projects in the world, and the thing most people are searching for isn’t quite the thing that exists.
Nobody broke the wallet. An AI just read the code nobody else had.
A five-year-old randomness bug in a Bitcoin hardware wallet has cost users tens of millions. The vendor’s own theory is that an AI found what its AI audit had missed.
Almost every AI company signed one letter. Anthropic didn’t.
Nvidia organised it, 77 companies signed it, and Anthropic became the industry’s target. We checked the claims, including the one the viral version gets wrong.
You get about 22,000 evenings. Most ambitious people waste them.
A former tech CEO’s system for deciding what an evening is for, clock, compass, climate, plus the research finding that relaxing and recovering are not the same thing.
Forget universal basic income, give everyone AI credits instead
A tech investor calls UBI “communism” and proposes universal AI access instead. We checked the claims, including one that quietly undercuts his own argument.
The AI trade’s first big blowup: what checks out, and what doesn’t
A $45bn AI hedge fund sold its book to Citadel after a margin call. We checked the claims circulating about it, most hold, one is inflated.
Four AI agents you can build today, and the one prompt structure behind all of them
Coordination, creativity, clarity, coaching, what each one does, the five-part prompt that makes them work, and when to let them off the leash.
ServiceNow review for entrepreneurs: powerful, and almost certainly not for you
A short, blunt review for founders automating their business: what it costs, what it does well, and the company size below which it is the wrong tool.
Is the AI boom a bubble? What the mid-2026 numbers actually show
Researchers say the hype cycle doesn’t apply to generative AI. We checked that against the latest spending, usage and failure data, and it splits into two very different questions.
Cisco is giving 90,000 employees an AI agent, what the announcement actually says
The rollout is real, but smaller and older than the headlines suggest, and Cisco never linked it to the job cuts everyone connected it to.
How to make money with OpenClaw: a beginner’s guide to what people actually charge
Five ways beginners earn with OpenClaw, the rates that are genuinely published, and the popular claims that fall apart when you check them.
The 10 most used AI tools in 2026, by published numbers
Who actually has the users: ChatGPT, Gemini, Copilot and seven more, each with the metric, the source, and the date it was published.
Coding agents are speeding up scientific software, and shifting the work to verification
OpenAI's field report on eight research projects shows big runtime cuts, and a new bottleneck: checking whether the output is actually correct.