Lio raises $30M from Andreessen Horowitz and others to automate enterprise procurement

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Miessler’s arguments aligns with several viral doomsday essays that jumped the track from social media to stock markets and rattled investors in February: Matt Shumer‘s prediction of just 18 months left for knowledge work and Citrini Research‘s gloomy scenario of a 2028 rocked by white-collar recession. Miessler has been arguing this for some time, though: “Capital has always seen labor as a foul necessity,” he wrote in December 2025. “The moment they could find any way to reduce or eliminate it, they would.”

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GlyphNet’s own results support this: their best CNN (VGG16 fine-tuned on rendered glyphs) achieved 63-67% accuracy on domain-level binary classification. Learned features do not dramatically outperform structural similarity for glyph comparison, and they introduce model versioning concerns and training corpus dependencies. For a dataset intended to feed into security policy, determinism and auditability matter more than marginal accuracy gains.

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