- Entry date
- 30 April 2026
- Category
- Inference
- Lead over the world
- the discipline, not the lead
- Access
- 🔒 Protected
One kernel, never leaving the GPU for an entire training step — reframed as a phase-locked oscillator, with a counter that catches it if a fused stage silently does nothing.
- 25ms (target)
- target ms/step vs a 278ms PyTorch baseline
- 936 GB/s
- HBM bandwidth on the target RTX 3090
- REACH counter
- the wire-in discipline that proves each fused stage actually ran
- 280 files / 9.6MB
- scale of the substrate, active late Apr-May 2026
Honest evaluation
The REACH-counter discipline is real and running; the 25ms/step target itself has not yet been measured end to end.
What we learned — a preview
The honest edges are open even when the engine is not. The full report — what it was, what we built, and the measured internals — is protected.
- The 25ms/step figure is a target, not yet a fully measured end-to-end result — say so plainly rather than presenting it as achieved.
- This is core substrate IP; implementation and kernel internals are deliberately kept out of this report.
- A single fused kernel that never returns to the host is a genuinely unusual design; unusual designs carry real risk of subtle correctness bugs, which is exactly what the wire-in discipline exists to catch.
The deep body of “Awesomekernel — one persistent GPU kernel, treated as a phase-locked oscillator” is behind access.
We open the demos, the specs, and the method; we protect the engines, the model internals, and anything that touches commercial, safety-critical work. This report describes an engine — so its details are gated, and no client, company, or project is named. Members can read it in full; if you have a genuine reason to see it, tell us who you are and why.
Proofs & sparks
We demonstrate rather than assert. Each ✅ proof is a visible result with a hard figure.
- Scope-restricted cooperative-grid kernelclean vs CUTLASS / FA-3a scope-restricted persistent cooperative-grid kernel with a structural fusion criterion cleanly differentiated from CUTLASS / FlashAttention-3 — wired in and council-ratified.
- Persistent mega-kernel OSconceptual ancestor · partiala persistent mega-kernel OS with ring-buffer syscall dispatch — partially realised via later wave-kernel work; most sibling claims remain dormant, stated plainly.
- Fused training megakernels — headline mechanismsH4 gate-passeda compile-time A→B scaffold, provenance-tagged training tape, embed-prefix-fused forward and block-scheduled backward megakernels — H4 passes the gate; H3 is design-ratified only.
- Curriculum-order + fusion spike-absorption0 spikes vs 4–5 baselinecurriculum-order and fusion spike-absorption — empirically validated and gate-passed: 0 loss-spikes versus 4–5 in the baseline.