Linguists & DH
Origin / lineage models, multi-script comparison, teaching demos. Heuristics labeled; links out to primary refs.
History scaffold
Same universal History rail as AnCEstory and Declaration — densified by the open history atlas (major names · myth/deity culture-era layer · antiquity seeds). Era chips reframe paleography and probes in time. Educational · privacy-safe · not forensic/legal · no living PII dump.
Open history atlas · loading stats…
Worth the world’s time — if we’re honest about what it is
KBatch is live keyboard geometry across real layouts and scripts: strain, shadow typing, pattern matrices, structured paleographic models, and a large open history layer for educational research. It is a stimulus and probe generator for people who study writing systems, ergonomics, or model internals — not a black-box “AI interpretability suite.”
Stimulus / probe pack only. KBatch does not run SAEs or NTK — it exports controlled variants for your pipelines.
Mech interp / SAE
Export JSON of identity · layout-shadow · geometric transforms of the same text. You run the model; we supply probes.
Ergo & layouts
Strain, efficiency, home-row, and 15-layout ranking for real keyboards — the product’s home ground.
Open history atlas
11k+ open nodes: historical names, myth/deity culture-era soft dates, antiquity seeds. Timeline density on every page via History harness. AnCEstory · Myth · Names · atlas JSON
World documentation · theme matrix
Engrossed archival core · multilingual plane · theme matrix · gitgraph lineage · concept divergence. Archive · World hub · lineage
DOJO geometry
Letter atoms · pattern matrix · live pipe · 88-language alphabet atlas · glyph steno. Open DOJO
Input
Any string · multi-script welcome · choose base layout for path metrics
Paleographic glyph analysis
heuristic-model-v1 · not a scholarly stemma
Probe variants
identity · shadows · transforms · repath — for external pipelines
How to use this (and what we don’t claim)
Use cases
Not included
Independent word research (no live OED)
Heuristic era · etym family · language stepping · optional local packs · History rail focus