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Detectors are still unreliable, watermarking is partial, and the professional norms have shifted. A current picture of what can and cannot be proven about AI-assisted text.
Read article →A large majority of workplace AI users bring unapproved tools. A policy that acknowledges that, gives followable rules, and closes the gap that caused it.
Read article →Datacenter AI power draw is now a mainstream concern. The honest comparison between running a small model on your laptop and calling a frontier model, including where local loses.
Read article →Transparency obligations, general-purpose AI enforcement, and the full penalty regime take effect. High-risk duties were deferred. What applies to an ordinary business using AI writing tools.
Read article →High-risk obligations moved to December 2027 and August 2028. Why the deferral happened, what it changes, and why treating it as breathing room is the wrong reading.
Read article →What GGUF files are, how to read the cryptic names, what Q4_K_M actually means, and the three things to check before you download several gigabytes.
Read article →A tier-by-tier guide from 8GB of system RAM to a 24GB GPU, with the arithmetic behind each number and the one mistake that ruins mixture-of-experts planning.
Read article →Nine questions that produce contractual answers instead of marketing copy, and what each answer tells you about your actual exposure.
Read article →Public benchmarks measure coding and mathematics. Here is a twenty-minute test that measures whether a model will actually help with your email.
Read article →A one-page record that answers the questions an auditor, client, or regulator actually asks. What to write down, and why doing it now costs an hour instead of a week.
Read article →Three paths from nothing to a working local model, what each one costs you, and the five settings that determine whether it feels fast or unusable.
Read article →Local for transformation, cloud for generation. A routing rule that takes one sentence to state, plus the specific cases where each side wins.
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