Papers & specs

One page per paper: our transcription of a formula, or our reading of an upstream reference implementation. Reference material — read these when you need the equation, not when you need the status.

• attnres — docs/papers/attnres.md
• code snapshots — docs/papers/code-snapshots.md
• dspark — docs/papers/dspark.md
• engram — docs/papers/engram.md
• gdn kda — docs/papers/gdn-kda.md
• jepa — docs/papers/jepa.md
• muon plus — docs/papers/muon-plus.md
• output gate silu vs sigmoid — docs/papers/output-gate-silu-vs-sigmoid.md
• Provenance (sha256) — docs/papers/provenance.tsv
• spec flashkda — docs/papers/spec-flashkda.md
• spec gdn2 official — docs/papers/spec-gdn2-official.md
• spec kimi k3 — docs/papers/spec-kimi-k3.md
• spectral reference — docs/papers/spectral-reference.md
• tsct — docs/papers/tsct.md