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- Fix licensing: nisps-core is MPL-2.0, VCV SDK is GPLv3 - Fix VCV Rack 2 description: Community Edition is free, Pro is paid - Add Phase 0: port spread-aware drawWeights/moveWeights to nisps-core C++ - Detail threading model: two MLP instances, atomic swap flag, memory cost - Add configurable output slew (default 10ms) for post-training crossfade - Add input signal handling: mono channel 0, hard-clamp out-of-range CV - Add .nisps file format version field for forward compatibility - Document dataset capacity (100 max, FIFO forgetting) - Specify novelty/confidence computation strategy (training thread, cached grid) - Add open questions: novelty grid scaling, C++20 toolchain, expander protocol |
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| .beads | ||
| .github/workflows | ||
| .vscode | ||
| data | ||
| modes | ||
| nisps-core | ||
| playground | ||
| src | ||
| vcv | ||
| voicespaces | ||
| .gitignore | ||
| .gitmodules | ||
| AGENTS.md | ||
| ChannelStripAudioApp.hpp | ||
| CLAUDE.md | ||
| IMLInterface.hpp | ||
| LICENSE | ||
| MEMLNaut-NISPS.ino | ||
| NISPS_CORE_EXTRACTION_PLAN.md | ||
| NISPS_CORE_TASKS.md | ||
| PAFSynthAudioApp.hpp | ||
| README.md | ||
| ThruAudioApp.hpp | ||
| XiasriAnalysis.cpp | ||
| XiasriAnalysis.hpp | ||
| XIASRIAudioApp.hpp | ||
Neural Interactive Shaping of Parameter Spaces
https://musicallyembodiedml.github.io/memlnaut/approaches/nisps
Web Playground
Try NISPS in your browser — no hardware required:
cd playground
python3 -m http.server
# Open http://localhost:8000
Train a neural network to map joystick positions to generative visuals through interactive machine learning. Two learning modes: direct example mapping and reinforcement learning with thumbs up/down feedback.
The playground UI includes an Expand toggle on the visual surface so you can make the canvas nearly full-screen while compressing parameter/control panels into a minimal strip beneath it.