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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Founded in 2020 by CEO Paul Copplestone and CTO Ant Wilson, Supabase positions itself as an open-source alternative to Firebase built on PostgreSQL. The startup has gained traction amid rising interest in so-called “vibe coding” tools and AI-driven app development, and has raised about $380 million across three funding rounds since September 2024, lifting its valuation to $5 billion.