Algorithms (forward, backprop/SGD, init, move_weights, diagnostics) now live
once in MLPCore<Storage> (nisps/ml/mlp.hpp). Storage models:
- FixedStorage (storage.hpp): template-sized std::array, zero heap. The
classic MLP<NIn,H1,H2,H3,NOut,...> is an alias preserving kInput/kHidden*/
kOutput/kNumLayers/weight_count() constexpr — firmware + bindings + modes
compile unchanged.
- DynamicStorage (dynamic_storage.hpp): runtime dims, ONE arena allocation
at construction, nothing per-call. #error under NISPS_TARGET_EMBEDDED
(new macro in core/perf.hpp); sole lint-cpp.sh heap-allowlist entry, plus
a lint check that fails if the #error guard disappears.
Verification:
- new ctest test_mlp_storage_parity: fixed↔dynamic BIT-identical across
init/draw/inference/train(FIFO)/move_weights(pin mask)/eval_loss/
layer_stats/set_weights/infer_batch/reset; invalid+moved-from inert
- golden ML vectors (pre-refactor constants) pass → bit-stable refactor
- native↔WASM parity PASS, max delta unchanged (2.4e-7)
- chokepoint B compile: PAFSynth .text 122324→122692 (+0.30%, ±1% budget);
RAM +416B (eval scratch)
- fix: firmware-common.sh used bare 'python' (absent here) → ${PYTHON:-python3}
Part of one-core-engine-refactor P2. nisps_ml_create ABI untouched (P2.2 is
an operator stop-point).
Consolidate docs/slp-workshop/SPEC.md into docs/specs/slp-workshop-
firmware.md so the project has a single SLP-Workshop spec. The unified
spec is now two parts:
- Part I (§1-8, shipped/stable): the mode + Jolt & OU-explore gestures.
- Part II (§9-13, planned): the output-mode evolution — Continuous/Rhythm
stream model, gate sequences, CV/MIDI output config, Manifold UX, and
the locked operator decisions (2026-06-28).
Frontmatter bumped stable -> evolving (the doc now spans shipped +
planned). Donor docs/slp-workshop/SPEC.md removed; README.md row and
MAP.md ## Specs note updated. No code change.
Self-contained stable reference spec crystallizing the SLP-Workshop
firmware: the MEMLCelium-based mode, the two adaptive-learning gestures
ported from upstream InterfaceRL (Jolt held weight-morph, OU output
walk) with exact constants, the runtime-not-compile-time + inert-by-
default design, the ModeBase integration incl. the GCC -Wstringop-
overflow workaround, control mappings, schema/codegen, and the
browser-parity caveat. Adds the spec to docs/specs/README.md and a
## Specs section to MAP.md per the specs-skill config format.
Refs commits 4e60d01, 57c9ede (merged at 527b8fc).
