Co vs Rudrite Research

Every AI coding agent signs its commits with a forgeable plain-text line.

Interactive, animated, visual explainers of landmark AI & ML papers, attention & transformers, GPT-3, FlashAttention, Mixtral, Mamba, DeepSeek, and more.

About Co

Every AI coding agent signs its commits with a forgeable plain-text line. Co-authored-by is a Lie: Cryptographic Provenance for AI Coding Agents . It matters now, because the attribution metadata is starting to be used to make trust decisions, and that turns a cosmetic line into an attack surface. Commit metadata has always been trivial to fake unless signing is enforced. So over a couple of evenings I built the missing half: a producer-attribution layer where attribution is backed by a hardware key, enforced automatically, and verifiable .

About Rudrite Research

Interactive, animated, visual explainers of landmark AI & ML papers, attention & transformers, GPT-3, FlashAttention, Mixtral, Mamba, DeepSeek, and more. Interactive, animated, visual explainers of landmark AI & ML papers, the systems and ideas behind the models you use, redrawn and made legible. Direct Preference Optimization: Your Language Model is Secretly a Reward Model. Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.