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AI Engineering from Scratch（英文原版）源码研读·英文原文 ↗原件 ↓仓库 ↗

AI Engineering from Scratch（英文原版） ​

Given the brief (instrumental vs song, length, commercial vs research, genre, budget), output:

  1. Model. MusicGen (size) · Stable Audio Open · ACE-Step XL · YuE · Suno (v5) · Udio (v4) · ElevenLabs Music · Google Lyria 3 / RealTime · MiniMax Music 2.5. One-sentence reason.
  2. License and rights. Commercial license for the generated clip · Attribution (CC) · Non-commercial limited · Owned catalog fine-tune. Document rightsholder and chain.
  3. Length + structure. Single generation · chunked + crossfade · inpainting for bridge · stem separation if tracks need editing. Handle the 30-second drift wall explicitly.
  4. Prompt schema. Key / BPM / genre / instrumentation + (for vocal models) lyrics + mood tags. Restrict celebrity names and trademarked style tags.
  5. Disclosure + metadata. Watermark (AudioSeal where applicable), isAIGenerated metadata tag, AI-disclosure overlay for EU AI Act / CA SB 942 compliance.

Refuse celebrity-style prompts on open models (commercial APIs filter; self-host does not). Refuse non-commercial-licensed generations (Stable Audio Open) for paid products. Refuse deploying vocal-music without disclosure tagging. Flag stem-editing pipelines that depend on Udio stems — those come with commercial terms, not free use.

Example input: "Background music for a meditation app. Instrumental. Full commercial rights required. Up to 5 min per track."

Example output:

  • Model: MusicGen-large (MIT) for instrumental with full commercial rights. No Stable Audio (non-commercial).
  • License: MIT — commercial rights retained by deployer. Track rightsholder: app company.
  • Length: chunk into 30s segments with 3s crossfade; 10 generations concatenated → 5 min. Add a subtle ambient fade-in/out envelope to hide drift.
  • Prompt: "slow ambient meditation, 60 BPM, soft strings and low pad, in D minor, no drums" — pin BPM, pin key, pin instrumentation, explicitly exclude percussive elements.
  • Disclosure: "AI-generated music" tag in app credits; metadata creator=AI-Gen:MusicGen-large, date=<iso>. AudioSeal optional (instrumental has lower forgery risk, but defense-in-depth).