Independent AI news, with every claim linked to its primary source
Independent AI news, with every claim linked to its primary source
Evergreen explainers, guides and comparisons. The reference material that stays true after the news cycle moves on.
Published list prices for every frontier model, per million tokens, read off the vendor pages on 5 October 2026. Every tier, every context cliff, every cache rate, and a changelog of the dated price moves still to come.
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AI research lands on arXiv first, reaches a conference like NeurIPS or ICLR months later, and a journal last. What each venue certifies, and what to check before you repeat a number from one.
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Four bodies define an AI system and their wordings do not match. The EU gives 68 terms a legal test and excludes chess engines; AGI has no definition anywhere.
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The word platform covers five different products with five different bottlenecks. What inference engines, GPU clouds, Kubernetes serving layers, agent runtimes and lifecycle platforms are each built to protect, read from their own documentation.
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Every serious AI course publishes a prerequisites page, and read together they settle the ordering argument: application layer first, mechanism second, internals only if the job asks. Plus four things worth skipping.
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A Census survey of 15 business functions says 18% of US firms use AI, and 52% of adopters use it in sales and marketing. Function by function, here is what actually got measured: a 16.3% sales lift in one chatbot experiment, a 14% support gain concentrated among novices, a software trial that broke, and 2,044 court cases where it went wrong.
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AI technology is a stack of six layers, from silicon to agents. Each one has its own vendors, its own unit of measurement and its own bottleneck. We walk all six using NVIDIA and Google hardware specs, Epoch AI trend data, two vendor price lists, three papers and two protocol specifications, and name where the top of the stack still falls down.
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Adoption of AI apps stalled at 64% of US adults this year while spending tripled. Here is what App Store, Sensor Tower, Pew and Menlo data show about which ones survive past the first month, and what they cost.
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Microsoft sells a Copilot seat for $216 a year. The benchmarks that hand models real business work say the best of them finishes about a third of it. We priced both sides.
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Four AI blog subscriptions priced from their own pages, and one published post from each run through our house checks. The prose passes. Nine statistics between them, and not one points at a source outside the industry.
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Ramp’s July 2026 spend data puts the median firm at $11.95 per employee a month and the top 1% at $7,400. We priced both halves of that bill from vendor pages: seat licences, token rates, and the surcharges that never reach the headline number.
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One inbox, eight days, 144 threads and exactly one message from a person. We priced Gemini, Copilot, Shortwave, Fyxer and Missive against what was actually there.
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