A regular person can still buy an affordable Windows machine, install whatever software they want, run games across a hardware range that nothing else matches, plug in any peripheral without a compatibility interrogation, and operate without being treated as a security risk for opening a file from outside a curated store. Microsoft is eroding that value proposition methodically, one forced integration at a time, but the erosion has not yet reached full collapse. As of early 2026, reporting suggests Microsoft is pulling back from the AI-everywhere approach in Windows and refocusing on core stability, with Paul Thurrott describing the shift as “something happened,” which from a journalist who has spent years documenting Windows’ decline with the exhausted precision of someone watching a building settle incorrectly reads as cautious acknowledgment rather than optimism. Whether that represents genuine reprioritization or noise management ahead of a Windows 12 announcement nobody has officially confirmed is the question worth watching.
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Ioannides et al., “JEPA as a Neural Tokenizer” (2024). Combines JEPA with FSQ for speech tokenization at very low bitrates.
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