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LayerCake

Moonshot campaign status: SEALED.

The eight-phase LayerCake campaign is locally sealed at the annotated Git tag layercake-moonshot-final (0537cbb9e93cd7ebd4ba01c0bf641414ecebb1c3). The tag is the release boundary. The canonical campaign state, raw evidence, and machine validation are under moonshot/ and results/moonshot/.

All phase lifecycle entries are sealed. Phase 3 has the explicit disposition RETIRED_BY_GOVERNANCE: it preserved the bounded training controls and retired the original faster-training requirement with zero headline scientific claims. It was not skipped, but it also must not be described as a training-efficiency or host-certification proof.

LayerCake is a capability host: an English core executes selected, signed, non-executable capability packages over a byte-facing interface. It is designed for fast CPU and GPU inference, immutable packages, persistent incremental state, selected-only execution, lossless package transfer, and safe dynamic routing. ABI extraction is a separate project and is not bundled into this repository or release.

Certified release scope

The final independent clean-room verification reran the sealed Phase 7 product from a detached checkout and passed every Phase 8 gate.

Area Certified result
Campaign lifecycle Phases 0 through 8 are sealed and verify as one ordered campaign.
Clean-room regression 597 tests passed in the detached Phase 7 checkout.
Functional quality suite LayerCake passed 100/100 CPU and 100/100 GPU prompts; the locked Qwen comparator passed 23/100 and 24/100.
Quality uncertainty Paired bootstrap 95% lower bounds for the LayerCake-minus-Qwen success delta were +0.68 on CPU and +0.67 on GPU.
CPU comparison 9.91x LayerCake/Qwen output-byte throughput; LayerCake median latency ratio 0.0179x.
GPU comparison 8.25x LayerCake/Qwen output-byte throughput.
CPU versus transformer GPU 7.67x output-byte throughput; LayerCake median latency ratio 0.0222x.
Domain retention 384/384 held-out cases passed on CPU, 384/384 on GPU, with 384/384 identical outputs.
Core safety 100/100 core-only abstentions; no receiver training or calibration.
Package portability Three fresh hosts installed, verified, removed, and reinstalled identical package bytes.
Routing and catalog 1,980/1,980 routing rows passed; the management catalog exercised 500 entries.
Adversarial verification 32 hostile checks across 24 categories reached their intended boundaries and were resolved.

These are deliberately bounded claims for the exact sealed hardware, runtime, packages, checkpoints, data, and Qwen deployment digest. They do not establish physical mobile performance, calibrated energy dominance, GPU-training dominance, latent neural fusion, external-laboratory independence, or faster from-scratch English acquisition.

Phase map

Phase Objective Release status
0 Permanent governance and campaign state Sealed
1 Benchmark truth Sealed
2 Matched-quality CPU core performance Sealed
3 Governed retirement of the original training-efficiency objective and preservation of its controls Sealed as RETIRED_BY_GOVERNANCE; no training-efficiency or host-certification claim
4 One useful lossless portable Python capability Sealed
5 Generic multi-domain extensibility Sealed
6 Safe routing and catalog scalability Sealed
7 Integrated CPU, GPU, and CPU-versus-GPU evidence Sealed
8 Independent hostile verification and release Sealed at layercake-moonshot-final

See the phase-status document for evidence anchors and the governing tags.

Verify the release

Use the declared Python 3.10 environment. These commands are read-only except for normal temporary test caches:

C:\Python310\python.exe -m layercake.moonshot_campaign verify-sealed 8
C:\Python310\python.exe -m layercake.moonshot_campaign verify-all
C:\Python310\python.exe -m layercake.moonshot_final verify

verify-all must report completed_phases_valid: true. The final tag is local in this checkout; remote publication is intentionally not claimed by the verifier.

Architecture at a glance

UTF-8 request
  -> sealed English host with persistent incremental state
  -> authenticated package registry and archive-bound routing profile
  -> core-only abstention, one selected cake, top-k, or structured multidomain plan
  -> selected neural capability execution only
  -> UTF-8 response and auditable execution trace

The release uses a frozen direct neural-decoder attachment path for the promoted packages. That is a byte-facing capability-host contract, not a claim of latent semantic fusion. See the architecture guide and the cake registry specification.

Documentation

Older North Star, tokenizer, byte-patch, and V2 development documents remain in the repository as historical research. They are not the release source of truth unless a current phase certificate imports and recomputes their raw evidence.

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Modular language models via a fixed-dimension ABI bottleneck — domain modules are bit-exactly portable across model sizes

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