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6c499e6826
Schema-backed modes in console/model.ts are now DERIVED from the codegen schemas in src/modes/generated/ (source of truth): real param names/groups/ count, plus each mode's ml net shape (MFMode.ml) and schema engine_id. A thin manifold OVERLAY supplies only label/glyph/ModeClass/input/ordering. New browser-viable modes xiasri + slp_workshop get derived entries; schema-less visualizer + c15 stay hand-written on DEFAULT_MODE_ML. Schema min/max/default/ label/curve surface as engine-unit metadata (schemaMin/... on MFParam) without touching the 0..1 routing semantics. Switching instrument mode reshapes the runtime-shaped WASM net to the mode's schema ml config (ConsoleApp effect keyed on [engine, modeId]; no confirm modal). Boot lands paf_synth dims (4->[10,10,14]->33) once WASM is ready. The P2.3 axis-count reshape offer still reads the engine's live inputSize and does not spuriously prompt on a mode switch. Adds schema-modes.spec.ts (P5 gate): drives switches via a new window.__mf debug seam and asserts describe() dims, getWeights count, output length/bounds, and UI param count FROM the imported schemas; spot-checks trainAsync after a switch. Updates reshape/probe-api/geo-dislike specs to assert from the boot mode schema instead of the retired fixed 32/126 shape. All gates green: typecheck, unit (9), build, e2e (33). |
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|---|---|---|
| .claude/worktrees/agent-ae87fe47/playground/js/shapeseq | ||
| .github/workflows | ||
| .vscode | ||
| assets/media | ||
| codegen | ||
| data | ||
| docs | ||
| firmware | ||
| manifold | ||
| nisps | ||
| playground/dist | ||
| schemas | ||
| scripts | ||
| src | ||
| tests | ||
| vcv | ||
| .envrc | ||
| .gitignore | ||
| .gitmodules | ||
| AGENTS.md | ||
| ALIGNMENT.md | ||
| CLAUDE.md | ||
| LICENSE | ||
| MAP.md | ||
| NISPS_CORE_EXTRACTION_PLAN.md | ||
| NISPS_CORE_TASKS.md | ||
| package-lock.json | ||
| package.json | ||
| playwright.config.js | ||
| README.md | ||
| synth-midi-cc.json | ||
Neural Interactive Shaping of Parameter Spaces
https://musicallyembodiedml.github.io/memlnaut/approaches/nisps
Firmware
The hardware firmware targets the MEMLNaut RP2350 build and uses repo-local helper scripts for the known-good build configuration:
git submodule update --init --recursive
scripts/build-firmware.sh
scripts/flash-firmware.sh
scripts/build-and-flash-firmware.sh
Notes:
- The scripts build for
rp2040:rp2040:solderparty_rp2350_stamp_xlwithOptimize3. - The build forces C++20 because the firmware uses
std::spanand concepts. build-firmware.shaccepts an optional variant name such asMEMLCeliumorBreakOr. Matching remains case-insensitive, somemlceliumstill works. If you omit it in an interactive shell, the script parsesMEMLNaut-NISPS.ino, prompts for a variant, and rewrites the activeMEMLNAUT_MODE_TYPEbefore building.flash-firmware.shaccepts an optional mountpoint argument, or auto-detects common UF2 bootloader mounts such as/run/media/$USER/RP2350and/run/media/$USER/RPI-RP2.
Manifold (browser app)
Try NISPS in your browser — no hardware required. Manifold is the React front-end running the same C++ engines + ML as the firmware, compiled to WASM:
cd manifold
bun install
bun run dev
Staging deployment: https://meml.lnfinitemonkeys.org/next/
Train a neural network to map input gestures to synth parameters through interactive machine learning: place examples, or use verdict-based feedback (explore-and-place, geometric dislike).
(The former SolidJS playground was retired in July 2026 — archived on branch
archive/playground-solidjs, tag playground-solidjs-final.)