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FoodChain ID commonly observes fraud that involves swapping out one species for another.
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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.
gitgres is a neat hack right now, but if open source hosting keeps moving toward federation and decentralization, with ForgeFed, Forgejo’s federation work, and more people running small instances for their communities, the operational simplicity of a single-Postgres deployment matters more than raw storage efficiency. Getting from a handful of large forges to a lot of small ones probably depends on a forge you can stand up with docker compose up and back up with pg_dump, and that’s a lot easier when there’s no filesystem of bare repos to manage alongside the database.