memlnaut-nisps/docs/specs/MAIN.md

kind	stability	layer
spec	stable	cross-cutting

MEMLNaut-NISPS Spec Corpus

Neural Interactive Shaping of Parameter Spaces — a research platform for interactive ML control of audio. One C++20 codebase compiles to two targets: RP2350 firmware for the MEMLNaut hardware, and WASM in the Manifold React browser app running the same engines + ML through an AudioWorklet. (The SolidJS playground was retired 2026-07-13, P1 of plans/one-core-engine-refactor.md; archived on archive/playground-solidjs.)

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0. Spec Corpus Ontology

This corpus distinguishes four document kinds by temporal stance and mutability:

• kind: spec (flat in docs/specs/) — timeless present-tense contracts. Wins over code by intent. Drift-lintable; updated when the spec itself changes or code breaks it.
• kind: plan (in docs/specs/plans/) — future-tense, finite prescriptions carrying status: active | executed | superseded. Burn down as work lands; NEVER citable as authority for shipped behaviour (executed items migrate to MAP.md per the repo's doc-sync rule).
• kind: finding (in docs/specs/recon/) — past-tense, dated, IMMUTABLE. Never edited, only superseded; exempt from drift lint. Research artifacts capturing ground truth at a specific moment.
• ADRs (in docs/adr/) — decision rationale ("why we chose X"). Outside the spec root; used as backlinks from specs that encode those decisions.

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Source Files (Architectural Roots)

The codebase's most architecturally significant areas referenced by this corpus:

Layer	Path	Purpose
Shared C++20	nisps/core/, nisps/ml/, nisps/dsp/, nisps/engines/, nisps/modes/	One audio+ML library compiling to both firmware and WASM
Schema/Codegen	schemas/, codegen/	Parameter contracts + code generation (C++ headers, TS types)
Firmware	firmware/MEMLNaut-NISPS/glue/	Hardware bindings (audio, peripherals, MIDI, settings)
Browser (Manifold)	manifold/src/engine/, manifold/src/console/	Headless TS engine + AudioWorklet + the convertible React Console

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1. Frame

What it is. MEMLNaut-NISPS is a single C++20 codebase that compiles once to two distinct targets:

1. Firmware — runs on RP2350 hardware (MEMLNaut instrument). Real-time audio engines (8 variants) + interactive ML (4-layer MLP, SGD + RL feedback) with deterministic RNG + dual-core orchestration (audio on core 1, control on core 0).
2. Browser (WASM) — runs in the React Manifold front-end via AudioWorklet. Same C++20 engines + ML, compiled to WASM; audio engines are a superset of firmware (C15 synth browser-only).

The unifying constraint: one source tree, one ML architecture, cross-platform parity (native ↔ WASM within 1e-5 numerical tolerance). Parameter shapes are JSON schemas with codegen producing both C++ headers and TypeScript types.

Performance contract (applies globally to nisps/, inert in WASM but kept for consistency):

• No heap in audio/inference paths; use FixedBuffer or std::array.
• Float literals >255 in hot paths must be static const; all floats have .f suffix.
• No virtual dispatch in audio path (C++20 concepts, not interfaces).
• Deterministic per-instance RNG; all random state is local and seeded at construction.
• Memory section attributes per hardware (AUDIO_MEM, AUDIO_FUNC, HOT, FORCE_INLINE).

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2. Cross-Cutting Contracts

Parity discipline

Native ↔ WASM bit-equivalence within 1e-5. The C++ core and its WASM compilation are asserted to produce identical outputs given the same input + same seed. See tests/cpp/parity_check.cpp (native test) + scripts/parity-check.sh (verify runner).

Schema/codegen contract

Each firmware mode has a schemas/modes/<mode>.json describing parameters (name, label, range, default, curve, group), ML config (input/output sizes, hidden layers), voice spaces (names; bodies are inline lambdas in the engine), and UI config. The meta-schema at schemas/schema.json validates these. Codegen (bun run codegen/generate.ts) is idempotent and produces:

• nisps/modes/generated/<mode>_schema.hpp — constexpr C++ data under nisps::modes::generated.
• TS schema emission is dormant since P1; it returns at P5 targeting manifold/src/modes/generated/.

Regenerate after editing any schemas/modes/*.json. Golden test ensures output is byte-identical.

No-heap + deterministic RNG

These are inert in WASM but kept globally to avoid surprises when porting. Lint catches violations: bash scripts/lint-cpp.sh warns on missing .f suffix and fails on new/malloc/std::vector under nisps/, plus Arduino.h use outside firmware glue.

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Sub-specs (Behavioural + Binding)

All specs below are stable or evolving (no aspirational ones in shipped features); aspirational specs describe target contracts not yet fully implemented.

File	Stability	Layer	Summary
aimmersive-clone-spec.md	evolving	behavioural	Faithful SolidJS rebuild of the deployed vanilla a-immersive app (446-line DOM, 2538-line CSS, 4521-line JS). Component-by-component spec for replicating look/behaviour.
backends-spec.md	evolving	binding	Output backends (synth, MIDI, OSC, VCV) unified behind one OutputBackend interface + registry. One active backend per session; input/ML/output pipelines backend-agnostic.
dock-spec.md	evolving	behavioural	Console right-dock drawers (Shape/Feel/Route/Health/Help) + per-output controls (off/fixed/live tri-state, mute, solo, curve). Three-depth dock model.
engine-architecture.md	evolving	cross-cutting	Foundation: headless EngineApi boundary separating the pure engine (input→ML→output reactive spine) from presentation skins (a-immersive, Console). No JSX/DOM in engine; skins are pure consumers of EngineApi accessors.
feedback-modes-port-spec.md	evolving	cross-cutting	Implementation spec: "Down Action" negative-feedback feature ported from firmware InterfaceRL into nisps/ core. Three modes (Avoid / RandomiseOutputs / RandomiseMlp), deterministic RNG, per-instance state.
inputs-spec.md	evolving	binding	Modular input layer (sources: XY pad, MIDI input, gamepad single/double-stick) composing into N-dimensional vector. MLP rebuild on input-set change. Scope: manifold/ React app.
manifold-parity-features-spec.md	aspirational	behavioural	Prescriptive spec for porting five playground features into Manifold: session presets, pins, Jolt, OU-Explore, control surface. Awaiting review; no implementation authorised.
slp-workshop-firmware.md	evolving	binding	SLP-Workshop (Synth Library Portland workshop build). Part I (Jolt + OU explore adaptive-learning gestures) shipped & stable. Part II (output-mode evolution, gate sequences, Manifold config) planned/evolving.
useq-cv-protocol.md	stable	binding	uSEQ-CV wire protocol v2 (USB Web Serial ↔ uSEQ main module → CV/gate jacks + I2C expander). Single source of truth: firmware/useq-celium/shared/protocol.h, mirrored in manifold/src/backends/useq-protocol.ts.
vcv-module.md	evolving	binding	MEMLNaut VCV Rack 2 module: CV-to-CV mapper (8 inputs × 16 outputs) with RL feedback. Embeds the WASM engine; WS↔OSC browser bridge. 2026-06-28 BUILD DELTAS folded in; prior design sections retained for reference.

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Plans (Finite, Burn-Down)

File	Status	Summary
plans/BUILD-PLAN.md	active	Manifold build resume anchor (dated 2026-06-27). Locked decisions: React app in manifold/, parity-tested TS engine from playground/src, staging deploy at meml.lnfinitemonkeys.org/next, default feedback mode = Explore-and-Place.
plans/playground-2.0-rewrite-plan.md	executed	SolidJS clean-room rewrite plan (June 2026). Largely implemented in Manifold + playground foundation: one fullscreen instrument, Console interaction model, right-edge dock with three depths, snapshot DAG, control-point tri-state.
plans/one-core-engine-refactor.md	active	Firmware+Manifold core reunification (dated 2026-07-13). Locked: retire playground/, all algorithms into nisps/ C++ (geometric dislike, Jolt, OU, RNG, pipelines, curves), storage-policy MLP (fixed template on RP2350, runtime-shaped in WASM/VCV), codegen serves manifold, VCV last. Supersedes BUILD-PLAN's "multiple WASM modules" MLP decision.
plans/simplification-plan.md	active	Phased burn-down of the 2026-07-21 simplification audit (proposal; phases gated on operator adoption). Phase 0 restores CI/verification (memllib pin unreachable, deploys ungated); then dead-mass deletion, behaviour bugs, registry consolidation, PlatformIO migration, vision-facing builds. §7 lists the operator decisions.

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Findings (Immutable, Dated Research)

All findings are dated 2026-06-27 unless otherwise noted; exempt from drift lint.

File	Date	Summary
recon/findings-design-and-manifold.md	2026-06-27	Build-oriented brief synthesizing five redesign docs + Manifold token export + ConsoleApp.jsx. VERIFIED from source.
recon/findings-engine-surface.md	2026-06-27	Engine surface audit (deployed JS, WASM, C++ core). Uncovers fixed-2-input WASM gap, loss-history plumbing gap, C15 placeholder.
recon/findings-feedback-behaviour.md	2026-06-27	Current RL feedback behaviour audit. Deployed JS + C++ core use undirected Gaussian noise (not geometric push-away); firmware InterfaceRL implements the true geometric mode.
recon/midi-gamepad-inputs-worklog.md	2026-06-27	Work log of feat/midi-inputs branch. Modular input sources (MIDI, gamepad), 32-input WASM foundation, gamepad→verdict wiring. Exclusive picker (not mixing) shipped; mixing engine groundwork done but UI deferred.
recon/upstream-firmware-survey.md	2026-06-27	Git archaeology of the MusicallyEmbodiedML ecosystem. origin/main (C++20/SolidJS rewrite) and upstream/main (old .ino firmware) forked at 6efbe9c (2026-04-14); 49 commits upstream not in origin are ports, not merges.
recon/playground-2026.md	2026-04-12	Design intent snapshot of an unfinished playground UI redesign. Reference-only for SolidJS rewrite; do NOT merge into vanilla playground (those files moved on independently).
recon/simplification-audit-2026-07.md	2026-07-21	Full-repo smell/bloat/spec audit vs the five-bullet one-core vision (66-agent workflow, adversarially verified). 113 findings: CI red since 2026-07-13, memllib pin unpushed, ungated deploys, mode layer unshared, no curated/advanced split, dead-mass inventory. Mitigations in plans/simplification-plan.md.

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ADRs (Decision Rationale)

File	Decision	Audience
adr/rl-feedback-design.md	Rationale for the Explore-and-Place + Geometric-Dislike feedback model choices	Implementation team

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Cross-References

• MAP.md — the neutral inventory of the codebase as it stands (ground truth for what exists).
• CLAUDE.md — long-form architecture narrative (entry point for agent onboarding).
• ALIGNMENT.md — strategic gaps + open mission questions (dated, opinionated gap diagnosis).
• manifold/ONBOARDING.md — agent-oriented breakdown of the Manifold React app (run/build/deploy/test, UI/engine-spine/WASM layering, convertible Stages, Dock+drawers, gotchas).
• docs/redesign/manifold-export/ — design-token and UI-kit asset export from Manifold design project (not part of this corpus; static asset reference, not migrated).
• anima/ — separate project (excluded from this corpus).

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Open / Deferred

• Index generation (.index.json): intentionally not generated yet. No consumer defined; add when crawler/search infra lands.
• Per-spec §-numbering normalisation: deferred to a future maintainer pass. Current state mixes flat (§1.1, §1.2…) and three-level nesting (§6.x.y).
• ADR corpus: currently minimal (only RL feedback design). Strategic decisions captured in spec Open/Deferred sections; promotion to dedicated ADRs is a future pass.
• Spec-touched validator: git-aware lint rule that flags when a code diff touches spec-cited files without also touching the spec. Useful as a pre-commit hook or PR check; infrastructure TBD.