Make music knowledge store cumulative
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docs/music-production-knowledge/music-intelligence-source-map.md
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docs/music-production-knowledge/music-intelligence-source-map.md
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# Music Intelligence Source Map For AquaSynth
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kind: source-map
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tier: current-source-doctrine
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topic: external music intelligence signals for song practice targets
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## Owner
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This source map owns how AquaSynth should use external genre, mood, tempo, key,
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and audio-feature services while training song agents. External metadata is
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context and contrast, not authority over the local reference audio.
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## Current Landscape
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- Every Noise at Once is reachable as a genre/listening-map snapshot, but it is
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no longer a maintained live discovery organ. Use it for genre vocabulary,
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neighborhood clues, and artist/genre relation hypotheses, not current-release
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truth.
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- Echo Nest is gone. Its public API was shut down years ago after Spotify
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acquired it; do not design new infrastructure around Echo Nest endpoints.
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- Spotify audio features and audio analysis are deprecated/restricted for new
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Web API use cases. Spotify also warns that Spotify content may not be used to
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train or ingest into ML/AI models. Do not feed Spotify content or proprietary
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feature payloads into CultCache training memory.
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- AcousticBrainz stopped collecting new data in 2022, but its public dataset
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and API remain useful for historical MusicBrainz-linked acoustic descriptors
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when a recording MBID is available.
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- Essentia is the strongest local/open path: it provides feature extractors and
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models for genre/style, mood, instrumentation, tonality, pitch, tempo, source
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separation, and tagging. Prefer local Essentia-style extraction over remote
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black-box labels when we have the audio files.
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- Paid or hosted APIs such as Soundcharts, Tunebat, Beatlyze, SoundStat,
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MetaMagican, Kapiko, and RapidAPI-hosted track-analysis services can provide
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BPM/key/mood/genre/energy hints. Treat them as optional adapters with license,
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privacy, quota, and provenance checks.
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## Transfer Rules
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- Local audio analysis owns primary truth: waveform, log-mel bands, RMS,
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autocorrelation, key/register estimates, sections, loudness, and rendered
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comparison metrics.
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- External metadata owns vocabulary and priors: likely genre family, mood tags,
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related styles, energy/danceability labels, and production reference words.
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- If an external service disagrees with the local audio, preserve both and let
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the producer brief state the conflict.
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- Never promote a genre label unless it changes a concrete AquaSynth decision:
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tempo grid, drum pattern, bass role, harmonic language, section plan, timbre,
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mix priority, or failure check.
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- Every external feature should carry provider, timestamp, source track id or
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file hash, confidence if available, and licensing/usage note.
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## AquaSynth Integration Pattern
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Recommended per-target `intelligence.md` shape:
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```markdown
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# Target Music Intelligence
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- local_file_hash:
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- source_title:
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- local_features: bpm, key/root, register, active duty, spectral centroid,
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flux, section-energy hints
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- external_labels:
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- provider:
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query:
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result:
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confidence:
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license_or_policy_note:
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- production_translation:
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- genre/mood clue:
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- AquaSynth consequence:
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- rejected assumption:
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```
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Recommended retrieval query additions:
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```text
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genre style mood energy danceability key tempo section instrumentation
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EveryNoise AcousticBrainz Essentia local audio analysis production reference
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```
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## Failure Modes
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- Treating Spotify/Echo-Nest-derived features as available public training
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infrastructure in 2026.
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- Copying a genre label into the prompt without translating it into composition
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or production choices.
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- Letting remote labels override local audio artifacts.
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- Forgetting provenance and later being unable to explain why the agent believed
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a track was halftime, dark, danceable, acoustic, aggressive, or vocal-heavy.
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- Using black-box API output as curriculum doctrine instead of bounded,
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provider-labeled evidence.
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## Source Anchors
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- Every Noise at Once: https://everynoise.com/
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- Spotify Web API changes, 2024-11-27:
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https://developer.spotify.com/blog/2024-11-27-changes-to-the-web-api
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- Spotify Get Track's Audio Features reference:
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https://developer.spotify.com/documentation/web-api/reference/get-audio-features
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- AcousticBrainz: https://acousticbrainz.org/
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- Essentia models: https://essentia.upf.edu/models.html
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@ -266,3 +266,4 @@
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{"timestamp":"2026-05-31T23:15:00+01:00","topic":"producer-apprenticeship-curriculum-gate","claim":"Song curriculum admission must be owned by producer evidence and audible structure, not syntax attendance. `song-score` now records studio document coverage, producer musicianship, composition section score, template-loop risk, noise-percussion risk, and Aqua gap count; verdicts can fail as `weak-producer-missing` or `weak-slop-template`. `music-distill` promotes candidate and role doctrine only from rendered rows that clear the producer gate, while slop/noise/template rows become failure pressure.","evidence":"tools/IpaTrialWorker/Program.cs; tools/run-song-snippet-trial-swarm.ps1; docs/audio-doctrine.md; state/scratch.md"}
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{"timestamp":"2026-06-01T00:12:00+01:00","topic":"qdrant-music-knowledge-and-curator-pass","claim":"Music-production knowledge injection is now Qdrant-backed instead of lexical summary matching. `music-index` embeds full knowledge packets in `aquasynth_music_production_knowledge`; `music-search` defaults to Qdrant/Ollama retrieval and emits full owner, transfer rules, patterns, failure modes, and retrieved chunks. The song swarm now runs a dedicated knowledge-curator agent after each musician phase, and `music-distill` ingests `knowledge-curation.md` as curator-distillation doctrine pressure before indexing the next pass store.","evidence":"tools/IpaTrialWorker/Program.cs; tools/run-song-snippet-trial-swarm.ps1; docs/audio-doctrine.md; artifacts/parity/music-qdrant-smoke/20260601T000755/music-search.md"}
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{"timestamp":"2026-06-01T00:22:00+01:00","topic":"music-production-manual-ingestion","claim":"Fresh music knowledge stores now include repo-native manuals before agent-derived pressure. `docs/music-production-knowledge/aqua-dsp-usage-manual.md` teaches AquaSynth composition/DSP lowering, and `docs/music-production-knowledge/open-music-theory-production-distill.md` distills open music theory and digital production sources into actionable AquaSynth patterns. `music-distill` ingests these as `manual` documents, and Qdrant search retrieves them as full context packets.","evidence":"docs/music-production-knowledge/aqua-dsp-usage-manual.md; docs/music-production-knowledge/open-music-theory-production-distill.md; tools/IpaTrialWorker/Program.cs; artifacts/parity/manual-knowledge-smoke/20260601T001932/music-search.md"}
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{"timestamp":"2026-06-01T00:31:00+01:00","topic":"cumulative-music-knowledge-and-external-signal-map","claim":"The song swarm now owns one cumulative loop-level music-production `.cc`: it seeds manuals once, indexes them before pass one, then appends pass-learned worker/curator evidence with `music-distill --learned-only true --include-manuals false`. Added a current music-intelligence source map: Every Noise is static genre-vocabulary context, Echo Nest is gone, Spotify audio features are restricted/deprecated and not a training substrate, AcousticBrainz is historical, and local Essentia-style extraction should own primary audio signal.","evidence":"tools/run-song-snippet-trial-swarm.ps1; tools/IpaTrialWorker/Program.cs; docs/music-production-knowledge/music-intelligence-source-map.md; artifacts/parity/song-snippet-swarms/20260531T232719334/music-production-knowledge-seed.md; artifacts/parity/manual-knowledge-smoke/20260601T002939/report.md"}
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@ -1983,3 +1983,18 @@ Next likely slice:
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produced a 16-document knowledge store with 2 manuals, indexed it into
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Qdrant, and `music-search` retrieved the AquaSynth DSP manual with
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`retrieval: qdrant-ollama`.
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2026-06-01 cumulative music knowledge store correction:
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- User caught that `music-distill` should not reseed theory/manual documents
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after every pass. The swarm now creates one loop-level
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`music-production-knowledge.cc`, seeds it once with manuals, indexes that
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base store, and keeps using that store for all pass retrieval.
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- After each pass, `music-distill` runs with `--input-store` equal to the
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loop-level store, `--learned-only true`, and `--include-manuals false`, so it
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appends/upserts worker/curator/candidate/failure evidence without rewriting
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the manual spine.
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- Added `music-intelligence-source-map.md` as a third manual: Every Noise is
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genre-vocabulary context, Echo Nest is dead, Spotify audio features are not a
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usable training substrate, AcousticBrainz is historical, and local
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Essentia-style extraction is the preferred signal path.
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@ -422,19 +422,33 @@ static async Task MusicDistillAsync(Dictionary<string, string> options)
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var artifactRoot = Required(options, "artifact-root");
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var outputStore = Required(options, "output-store");
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var output = Required(options, "output");
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var inputStore = Value(options, "input-store", "");
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var includeManuals = !Value(options, "include-manuals", "true").Equals("false", StringComparison.OrdinalIgnoreCase);
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var manualsOnly = BoolValue(options, "manuals-only");
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var learnedOnly = BoolValue(options, "learned-only");
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var maxCandidates = int.TryParse(Value(options, "max-candidates", "16"), NumberStyles.Integer, CultureInfo.InvariantCulture, out var parsed)
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? Math.Clamp(parsed, 1, 100)
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: 16;
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var documents = BuildMusicKnowledgeDocuments(artifactRoot, maxCandidates).ToArray();
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var newDocuments = BuildMusicKnowledgeDocuments(artifactRoot, maxCandidates, includeManuals, manualsOnly, learnedOnly).ToArray();
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var existingDocuments = !string.IsNullOrWhiteSpace(inputStore) && File.Exists(inputStore)
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? await IpaTrialResultCultCacheStore.ReadMusicProductionKnowledgeAsync(inputStore)
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: [];
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var documents = existingDocuments
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.Concat(newDocuments)
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.GroupBy(document => document.KnowledgeId, StringComparer.OrdinalIgnoreCase)
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.Select(group => group.Last())
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.ToArray();
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Directory.CreateDirectory(Path.GetDirectoryName(Path.GetFullPath(outputStore))!);
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if (File.Exists(outputStore))
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var sameStore = !string.IsNullOrWhiteSpace(inputStore) &&
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Path.GetFullPath(inputStore).Equals(Path.GetFullPath(outputStore), StringComparison.OrdinalIgnoreCase);
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if (!sameStore && File.Exists(outputStore))
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{
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File.Delete(outputStore);
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}
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var recordDirectory = DirectoryMessagePackBackingStore.DefaultRecordDirectoryPath(outputStore);
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if (Directory.Exists(recordDirectory))
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if (!sameStore && Directory.Exists(recordDirectory))
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{
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Directory.Delete(recordDirectory, recursive: true);
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}
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@ -1847,7 +1861,12 @@ static string DetailReport(string store, IpaTrialResult result)
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return builder.ToString();
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}
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static IEnumerable<MusicProductionKnowledgeDocument> BuildMusicKnowledgeDocuments(string artifactRoot, int maxCandidates)
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static IEnumerable<MusicProductionKnowledgeDocument> BuildMusicKnowledgeDocuments(
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string artifactRoot,
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int maxCandidates,
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bool includeManuals = true,
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bool manualsOnly = false,
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bool learnedOnly = false)
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{
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if (!Directory.Exists(artifactRoot))
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{
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@ -1855,6 +1874,16 @@ static IEnumerable<MusicProductionKnowledgeDocument> BuildMusicKnowledgeDocument
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}
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var created = DateTimeOffset.UtcNow.ToString("O", CultureInfo.InvariantCulture);
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if (manualsOnly)
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{
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foreach (var manualDocument in MusicManualDocuments(created))
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{
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yield return manualDocument;
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}
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yield break;
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}
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var rows = Directory.EnumerateFiles(artifactRoot, "summary.csv", SearchOption.AllDirectories)
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.Where(IsOfficialMusicArtifactPath)
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.SelectMany(ReadSongSummaryRows)
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@ -1871,52 +1900,55 @@ static IEnumerable<MusicProductionKnowledgeDocument> BuildMusicKnowledgeDocument
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var slopRejected = rows.Where(row => row.TemplateLoopRisk >= .55f || row.NoisePercussionRisk >= .55f).ToArray();
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var missingProducerEvidence = rows.Where(row => row.RequiredStudioDocsPresent < .5f || row.ProducerMusicianshipScore < .45f).ToArray();
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yield return new MusicProductionKnowledgeDocument(
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"music-production-quality-standard-v1",
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"quality-standard",
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"future song curriculum admission standard",
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"master-standard",
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"The music curriculum store owns distilled production knowledge; raw trials and giant feature dumps are only evidence, not curriculum.",
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"Fresh agents should retrieve role owners, transfer rules, failure modes, and AquaSynth patterns before writing patches. New runs must add compact, evidence-backed documents, not whole spectrogram dumps or undigested trial chatter.",
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[
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"Admit a candidate as reusable knowledge only when it renders, has explicit instrument-role ownership, includes producer/listening/gap evidence, and states what production job it owns.",
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"Reject one-phrase-plus-texture arrangements as failure pressure; continuity across the clip is part of the production contract.",
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"Require an explicit composition map: meter, progression or tonal center, instrument lanes, section events, composition-scale automation, and mix movement.",
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"Prefer compact role abstractions over one-off target mimicry; a reusable owner sentence is more valuable than a small metric bump.",
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"Reject stock loop skeletons and raw-noise percussion as failure pressure unless the listening journal proves target-specific role behavior.",
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"Keep failed renders as failure-mode pressure only; do not let syntax wreckage dominate retrieval.",
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"Store full artifacts on disk and cite them; CultCache curriculum records should carry bounded summaries, metrics, and transfer rules."
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],
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[
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"voice-like lead -> syrinx/acoustic source ports with pressure, opening, and radiation motion",
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"drums/transients -> subtractive body plus filtered noise skin plus pattern gate",
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"pads/beds -> additive/PAD layer, harmonics, and spectrum banks",
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"recording color -> texture role with band limits and gates, not full-duration raw noise",
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"composition form -> `meter`, `sequence`, `chords`, `scale`, `pattern`, and `mix` sugar lowering to visible `param`/`curve` owners"
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],
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[
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"Single-file stores or raw spectrogram payloads are not curriculum; distill to paged CultCache records.",
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"Metric winners with unclear role ownership should be pressure, not doctrine.",
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"High cosine with high mode-collapse risk is a trap: it copies a moment, not a song.",
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"Instrument timbre without phrase, progression, lane entrances, and mix movement is sound design, not composition."
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],
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rows.Select(row => row.TrialId).Take(24).ToArray(),
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admissible.Select(row => row.CandidateId).Distinct(StringComparer.OrdinalIgnoreCase).Take(24).ToArray(),
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[
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new SpeechScoreMetric("input_trial_count", rows.Length, 0),
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new SpeechScoreMetric("rendered_trial_count", rendered.Length, 0),
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new SpeechScoreMetric("admissible_curriculum_candidate_count", admissible.Length, 0),
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new SpeechScoreMetric("render_failed_count", failed.Length, 0),
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new SpeechScoreMetric("mode_collapsed_count", collapsed.Length, 0),
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new SpeechScoreMetric("slop_template_rejected_count", slopRejected.Length, 0),
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new SpeechScoreMetric("missing_producer_evidence_count", missingProducerEvidence.Length, 0)
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],
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[artifactRoot],
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created);
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foreach (var role in MusicRoleDocuments(admissible, created))
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if (!learnedOnly)
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{
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yield return role;
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yield return new MusicProductionKnowledgeDocument(
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"music-production-quality-standard-v1",
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"quality-standard",
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"future song curriculum admission standard",
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"master-standard",
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"The music curriculum store owns distilled production knowledge; raw trials and giant feature dumps are only evidence, not curriculum.",
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"Fresh agents should retrieve role owners, transfer rules, failure modes, and AquaSynth patterns before writing patches. New runs must add compact, evidence-backed documents, not whole spectrogram dumps or undigested trial chatter.",
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[
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"Admit a candidate as reusable knowledge only when it renders, has explicit instrument-role ownership, includes producer/listening/gap evidence, and states what production job it owns.",
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"Reject one-phrase-plus-texture arrangements as failure pressure; continuity across the clip is part of the production contract.",
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"Require an explicit composition map: meter, progression or tonal center, instrument lanes, section events, composition-scale automation, and mix movement.",
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"Prefer compact role abstractions over one-off target mimicry; a reusable owner sentence is more valuable than a small metric bump.",
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"Reject stock loop skeletons and raw-noise percussion as failure pressure unless the listening journal proves target-specific role behavior.",
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"Keep failed renders as failure-mode pressure only; do not let syntax wreckage dominate retrieval.",
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"Store full artifacts on disk and cite them; CultCache curriculum records should carry bounded summaries, metrics, and transfer rules."
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],
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[
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"voice-like lead -> syrinx/acoustic source ports with pressure, opening, and radiation motion",
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"drums/transients -> subtractive body plus filtered noise skin plus pattern gate",
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"pads/beds -> additive/PAD layer, harmonics, and spectrum banks",
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"recording color -> texture role with band limits and gates, not full-duration raw noise",
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"composition form -> `meter`, `sequence`, `chords`, `scale`, `pattern`, and `mix` sugar lowering to visible `param`/`curve` owners"
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],
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[
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"Single-file stores or raw spectrogram payloads are not curriculum; distill to paged CultCache records.",
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"Metric winners with unclear role ownership should be pressure, not doctrine.",
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"High cosine with high mode-collapse risk is a trap: it copies a moment, not a song.",
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"Instrument timbre without phrase, progression, lane entrances, and mix movement is sound design, not composition."
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],
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rows.Select(row => row.TrialId).Take(24).ToArray(),
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admissible.Select(row => row.CandidateId).Distinct(StringComparer.OrdinalIgnoreCase).Take(24).ToArray(),
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[
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new SpeechScoreMetric("input_trial_count", rows.Length, 0),
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new SpeechScoreMetric("rendered_trial_count", rendered.Length, 0),
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new SpeechScoreMetric("admissible_curriculum_candidate_count", admissible.Length, 0),
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new SpeechScoreMetric("render_failed_count", failed.Length, 0),
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new SpeechScoreMetric("mode_collapsed_count", collapsed.Length, 0),
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new SpeechScoreMetric("slop_template_rejected_count", slopRejected.Length, 0),
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new SpeechScoreMetric("missing_producer_evidence_count", missingProducerEvidence.Length, 0)
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],
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[artifactRoot],
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created);
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foreach (var role in MusicRoleDocuments(admissible, created))
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{
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yield return role;
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}
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}
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foreach (var document in MusicFailureDocuments(failed, rows, created, artifactRoot))
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@ -1958,9 +1990,12 @@ static IEnumerable<MusicProductionKnowledgeDocument> BuildMusicKnowledgeDocument
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yield return curatorDocument;
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}
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foreach (var manualDocument in MusicManualDocuments(created))
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if (includeManuals)
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{
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yield return manualDocument;
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foreach (var manualDocument in MusicManualDocuments(created))
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{
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yield return manualDocument;
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}
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}
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}
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@ -4715,7 +4750,7 @@ static void PrintHelp()
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song-score --patch-root <dir> --challenge <challenge.json> --artifact-root <dir> [--batch-id round-001] [--store <trial-results.cc>] [--hypothesizer id]
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dump --store <trial-results.cc> --output <report.md>
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distill --store <trial-results.cc> --output-store <distilled.cc> --output <report.md> [--min-cosine .35] [--max-results 40]
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music-distill --artifact-root <song-swarm-dir> --output-store <music-knowledge.cc> --output <report.md> [--max-candidates 16]
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music-distill --artifact-root <song-swarm-dir> --output-store <music-knowledge.cc> --output <report.md> [--input-store <music-knowledge.cc>] [--max-candidates 16] [--manuals-only true] [--learned-only true]
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music-index --store <music-knowledge.cc> [--output <report.md>] [--force true]
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music-search --store <music-knowledge.cc> --query <text> --output <report.md> [--limit 12] [--allow-lexical-fallback true]
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music-show --store <music-knowledge.cc> --knowledge-id <id-or-topic> --output <detail.md>
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@ -267,7 +267,42 @@ Set-Content -LiteralPath (Join-Path $loopRoot "loop-index.md") -Value @"
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"@
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$latestDistilledStore = ""
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$latestMusicKnowledgeStore = ""
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$musicKnowledgeStore = Join-Path $loopRoot "music-production-knowledge.cc"
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Invoke-LoggedProcess `
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-FilePath "dotnet" `
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-ArgumentList @(
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"run",
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"--project",
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$workerProject,
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"--",
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"music-distill",
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"--artifact-root",
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$loopRoot,
|
||||
"--output-store",
|
||||
$musicKnowledgeStore,
|
||||
"--output",
|
||||
(Join-Path $loopRoot "music-production-knowledge-seed.md"),
|
||||
"--manuals-only",
|
||||
"true"
|
||||
) `
|
||||
-LogPath (Join-Path $logRoot "music-knowledge-seed.log")
|
||||
Invoke-LoggedProcess `
|
||||
-FilePath "dotnet" `
|
||||
-ArgumentList @(
|
||||
"run",
|
||||
"--project",
|
||||
$workerProject,
|
||||
"--",
|
||||
"music-index",
|
||||
"--store",
|
||||
$musicKnowledgeStore,
|
||||
"--output",
|
||||
(Join-Path $loopRoot "music-vector-index-seed.md"),
|
||||
"--timeout-seconds",
|
||||
"300"
|
||||
) `
|
||||
-LogPath (Join-Path $logRoot "music-knowledge-seed-index.log")
|
||||
$latestMusicKnowledgeStore = $musicKnowledgeStore
|
||||
for ($pass = 1; $pass -le $Passes; $pass++) {
|
||||
$passId = "pass-{0:000}" -f $pass
|
||||
$passDir = Join-Path $loopRoot $passId
|
||||
|
|
@ -690,7 +725,6 @@ Return a short final note naming knowledge-curation.md.
|
|||
-LogPath (Join-Path $logRoot "$passId-distill.log")
|
||||
$latestDistilledStore = $distilledStore
|
||||
|
||||
$musicKnowledgeStore = Join-Path $passDir "music-production-knowledge.cc"
|
||||
Invoke-LoggedProcess `
|
||||
-FilePath "dotnet" `
|
||||
-ArgumentList @(
|
||||
|
|
@ -700,13 +734,19 @@ Return a short final note naming knowledge-curation.md.
|
|||
"--",
|
||||
"music-distill",
|
||||
"--artifact-root",
|
||||
$loopRoot,
|
||||
$passDir,
|
||||
"--input-store",
|
||||
$musicKnowledgeStore,
|
||||
"--output-store",
|
||||
$musicKnowledgeStore,
|
||||
"--output",
|
||||
(Join-Path $passDir "music-production-knowledge-report.md"),
|
||||
"--max-candidates",
|
||||
"40"
|
||||
"40",
|
||||
"--include-manuals",
|
||||
"false",
|
||||
"--learned-only",
|
||||
"true"
|
||||
) `
|
||||
-LogPath (Join-Path $logRoot "$passId-music-distill.log")
|
||||
|
||||
|
|
|
|||
Loading…
Reference in a new issue