THE OPEN NOTEBOOK
A book for the curious.
70 chapters inside the Welvet AI engine. Start with why it exists, then follow the ideas into layers, learning, and the systems that connect them.
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IX · Validate
w2a — validation harness
Engine packages must stay free of tests. w2a owns timed 34×20×3 matrices, gap census, honesty stamps, and the train-mode permutation smoke (Test49). See §63 for a live full-suite run.
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Validation report — full suite
Claims are cheap; a stamped matrix is not. This is the actual output of one full w2a [0] Run ALL so the book's ✅ marks are backed by numbers you can reproduce, not asserted.
Read moreIX · Validate
Scorecard → v1.0 / minors
Version is earned from a weighted board, not marketing. v1.0 is 100/100 on the engine board. Minor/patch tags (v1.1.0, v1.1.1, …) pack features without a new board. Apps, stubs, and NPU sit
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