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MAP.md: codegen's generated/ now owns ParamSchema and the per-mode MLP aliases; new shared headers (dsp/ratio_seq.hpp, dsp/seq_clock.hpp, core/event_queue.hpp with a note on why it is deliberately not RingBuffer); backends/base-backend.ts; the seed script and codegen/templates bullets removed; the synth-midi-cc.json path corrected to its sources/ subdir. Plan §4 burned down. S26 is NOT done — it is now an operator decision with the per-field inventory that makes it cheap, recorded in the plan: default_spread is already wired (the audit's "zero consumers" was a quarter wrong); default_learning_rate/default_max_iterations are unread but every schema carries exactly the values already hardcoded, so wiring them is numerically a no-op today; input_channels is codegen-time-validated and carries real meaning for sound_analysis_midi; and per-param curve is a trap — it is descriptive of squaring the engines already do internally, so wiring it would double-apply on 35 params. |
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| .github/workflows | ||
| .vscode | ||
| assets/media | ||
| codegen | ||
| docs | ||
| firmware | ||
| manifold | ||
| nisps | ||
| schemas | ||
| scripts | ||
| src | ||
| tests/cpp | ||
| vcv | ||
| .envrc | ||
| .gitignore | ||
| .gitmodules | ||
| AGENTS.md | ||
| ALIGNMENT.md | ||
| CLAUDE.md | ||
| LICENSE | ||
| MAP.md | ||
| README.md | ||
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.)