LEMM-AI Governance & Economics – Phase 0/1 Blueprint¶
This document turns the “next steps” for LEMM-AI.org (Vault + governance) and LEMM-AI.studio (tools) into a concrete, copy-pasteable blueprint.
1. Phase 0 (0–6 months): Overview¶
Phase 0 is about setting up the basic legal shells, a minimal but real governance structure, and aligning contracts and policies with the LEMM Vault technical spec.
1.1 Decide and set up legal entities¶
Goal: Create the two core legal entities and make sure control flows from the non-profit (Vault steward) to the studio (tool builder).
Tasks:
- Choose home jurisdiction for LEMMAI.org (“the Foundation”):
- Option A: US public charity / non-profit with a taxable subsidiary.
- Option B: EU/EEA foundation + EU operating company for closer alignment with EU AI and copyright norms.
- Incorporate:
- LEMMAI.org as a non-profit / foundation.
- LEMMAI.studio as a standard limited liability company (e.g. C-Corp, BV/GmbH, Ltd, etc.).
- Record intended relationship:
- Foundation as controlling owner of Studio:
- Either 100% voting shares, or
- Golden-share structure (Foundation holds a special share with veto on mission-critical decisions).
2. Foundation mission & charter – draft language (LEMMAI.org)¶
This is high-level text for articles/bylaws; local counsel will adapt it to the exact jurisdiction.
2.1 Purpose¶
Purpose
LEMM-AI.org (“the Foundation”) exists to steward the LEMM Vault and related safety infrastructure as a community-owned, decisively clean training-only dataset for music AI. The Foundation’s mission is to:
- Collect and protect original music works contributed under explicit, documented rights.
- Enable the development of music AI models that respect contributors’ rights, existing copyright frameworks, and emerging AI regulation.
- Ensure that any models trained on the Vault are operated under strong non-reproduction and safety constraints.
- Provide governance, auditability, and transparency over data use, model training, and deployment.
- Promote open, non-exploitative music AI ecosystems for the benefit of creators, listeners, and the public.
2.2 Activities¶
Activities
To pursue this mission, the Foundation may:
- Operate the LEMM Vault and associated services (including fingerprinting and similarity APIs);
- Enter into data-access and brand-license agreements with operating entities (including LEMM-AI.studio);
- Fund and conduct research on music AI safety, non-reproduction, and data governance;
- Support independent oversight and contributor participation in Vault governance.
2.3 Asset lock¶
Asset lock
- The Foundation owns the LEMM Vault (including contributions, derived features and indexes) and LEMM trademarks/brands.
- These assets may not be sold, pledged, or transferred except:
- to another non-profit entity with an equivalent mission and asset-lock; or
- with the approval thresholds set out in these bylaws, including consent from contributor representatives.
2.4 Data & rights commitments¶
Data & rights commitments
- The Foundation shall only ingest works with:
- explicit contributor consent for training-only use;
- no “non-commercial only” restrictions;
- no license terms that conflict with training-only commitments.
- The Foundation shall not redistribute Vault audio as a commercial catalog or sample library.
- Contributors retain copyright and moral rights in their works; the Foundation holds a non-exclusive license for training, evaluation, and safety research, subject to revocation for future use on the terms set out in a separate Contributor Agreement.
3. Phase 0 board structure (Foundation)¶
Initial composition:
- 2 seats: founders / core technical leadership.
- 1 seat: independent legal / policy expert (copyright and AI regulation).
- 1 seat (empty placeholder): future Contributor Council representative.
Board resolutions to adopt in Phase 0:
- Resolution adopting the mission, asset-lock, and data-rights commitments in Section 2.
- Resolution stating intent for the Foundation to wholly own/control the Studio (via majority or golden share).
- Resolution approving an interim Foundation ↔ Studio MoU governing data access, safety, and brand use (see Section 4).
4. Internal MoU – Foundation ↔ Studio (Phase 0)¶
This is an interim Memorandum of Understanding to use until counsel drafts full Data & Trademark Licence agreements.
4.1 Draft text (to be localized by counsel)¶
Memorandum of Understanding
between LEMM-AI.org (“Foundation”) and LEMM-AI.studio (“Studio”)
-
Purpose
Foundation owns and operates the LEMM Vault and associated safety systems. Studio develops and operates LEMM-branded music AI products. This MoU defines how Studio may access Vault resources during the initial build-out phase. -
Data access & scope
- Foundation grants Studio a non-exclusive, non-transferable right to:
- access Vault audio and derived features for the sole purpose of training, evaluating, and safety-testing Studio models;
- call Vault fingerprint/similarity APIs in Studio products to perform non-reproduction checks on user-facing outputs.
-
Studio will not:
- redistribute Vault audio or stems;
- expose Vault content as a catalog, stock library, or training dataset to third parties.
-
Contributor commitments
-
Studio acknowledges that all data-use must remain compatible with contributor consents collected by Foundation (training-only, no raw redistribution, revocation for future training).
-
Safety & non-reproduction
-
Studio commits to:
- run similarity checks via Foundation’s APIs on all user-visible generations using models trained on Vault data;
- log similarity scores and block content above agreed thresholds (to be specified in a separate Safety Policy);
- cooperate with Foundation on evaluation and tuning of non-reproduction mechanisms.
-
Brand & naming
-
Foundation permits Studio to use the “LEMM-AI” and “LEMM Studio” marks in connection with Studio products, subject to brand guidelines and revocation by Foundation for mission-breaching conduct.
-
Financial relationship (interim)
- Studio will report quarterly gross revenues.
-
Studio and Foundation agree in principle that a fixed share of Studio revenues (target range 10–20%) will be allocated to Foundation once Studio becomes revenue-positive; precise terms to be documented in a formal licence agreement.
-
Term & transition
- This MoU is non-binding except for:
- confidentiality,
- non-redistribution of Vault data,
- basic safety commitments above.
- It is intended to govern the relationship until replaced by formal Data Licence and Trademark Licence agreements approved by Foundation’s board.
5. LEMM Vault Policy – v0 (public-facing draft)¶
This can be published on lemm-ai.org as a human-readable policy aligned with the Vault spec.
5.1 What LEMM Vault is¶
- A community-contributed dataset of original music, stems, MIDI, and metadata.
- Used only for:
- model training,
- evaluation,
- safety research,
- similarity checks at ingestion and generation time.
5.2 What “clean” means¶
- No scraped content; only direct submissions or clearly licensed packs.
- No “non-commercial only” licenses.
- Explicit contributor confirmation that they hold the rights and grant training-only use.
5.3 What we do with your tracks¶
- Store encrypted audio and derived fingerprints/embeddings.
- Use tracks in internal training pipelines for LEMM models.
- Use tracks and derived features for similarity checks at:
- ingestion (to detect duplicates/infringement),
- generation (to reduce risk of near-duplicates in outputs).
5.4 What we do not do¶
- We do not redistribute your raw audio.
- We do not license your tracks to third parties for sync/stock/catalog use.
- We do not intentionally allow models to reproduce:
- contributed tracks, or
- major commercial songs:
- we run non-reproduction checks and block high-similarity outputs.
5.5 Your rights¶
- You retain copyright in your works.
- You can:
- view high-level information on which LEMM models your tracks have trained;
- revoke future training use of your tracks (with clear explanation of what happens to already-trained models);
- opt in/out of additional uses (e.g. per-artist adapters) once available.
5.6 Safety & external compliance¶
- We run similarity checks against:
- the LEMM Vault, and
- at least one external catalog.
- We log:
- training data selections,
- model training runs,
- similarity checks on outputs,
- so we can respond to disputes and comply with evolving EU/UK/US transparency and AI-governance rules.
5.7 Governance¶
- LEMM-AI.org, a non-profit foundation, stewards Vault policy.
- We intend to add formal contributor representation to Vault governance (Contributor Council) as the community grows.
6. Contributor Agreement – v0 outline¶
This is the contract shown to uploaders; it should match the Vault spec and Foundation mission. Counsel will turn this into a full legal document.
6.1 Grant of rights¶
- Contributor grants the Foundation a non-exclusive, worldwide licence to:
- copy, process and transform their contributions into derived features (fingerprints, embeddings, etc.);
- use contributions for training, evaluation, and safety testing of LEMM models;
- use derived features for similarity detection at ingestion and generation time.
6.2 Training-only limitation¶
- Foundation will not:
- license raw audio to third parties for independent commercial exploitation (e.g. as library music);
- publicly stream or make download links for raw contributed audio.
6.3 No guarantee of reward¶
- Contributions are not an investment.
- Contributor understands there is:
- no contractual entitlement to royalties or revenue shares;
- any future grant or reward programs will be discretionary and may be changed or discontinued.
6.4 Revocation¶
- Contributor may revoke future training use of their tracks with X days’ notice (exact period to be set with counsel).
- Foundation will:
- stop including the track in new training jobs after the effective revocation date;
- retain rights to keep derived fingerprints/embeddings solely for safety / similarity detection (unless local law requires complete deletion).
- Foundation is not obligated to:
- delete or retrain models already trained on the track,
- but will document which models were trained on which datasets for auditing.
6.5 Representations & warranties¶
- Contributor warrants that:
- they own or control necessary rights in the submitted works;
- they have disclosed any third-party samples or other encumbered material as required by the submission form.
- Standard indemnity and limitation of liability language to be added by counsel.
6.6 Transparency commitments¶
- Foundation commits to:
- maintain a public registry of LEMM models and their data sources (at dataset/pack level);
- provide contributors with an account-level view of training runs or model families in which their tracks were used.
7. Phase 1 (6–24 months): early governance, safety, lineage¶
Phase 1 starts once Phase 0 entities and basic policies are live, and you have a non-trivial contributor base and at least one Studio product in use.
7.1 Contributor Council (draft charter)¶
Eligibility:
- Any contributor with:
- at least N accepted tracks (N to be defined, e.g. ≥3–5),
- a verified account in good standing.
Council structure:
- Size: 5–7 members.
- Term: 1 year, renewable.
- Election: simple one-person-one-vote election among eligible contributors.
Phase 1 powers (advisory: “soft power”):
- Right to:
- receive Vault policy change proposals at least X days before board approval;
- publish advisory opinions on proposed policy changes;
- nominate 1 candidate for a board seat on the Foundation (the board formally appoints).
Phase 2 upgrade path (later):
- Some policy changes (e.g. weakening training-only commitments, sale of key assets) require:
- both Foundation board approval, and
- positive Council consent (e.g. ≥⅔ vote).
7.2 Safety policy for Studio (attach to MoU)¶
Short policy Studio signs and later bakes into formal licence:
- Models trained on Vault data:
- must run similarity checks against Vault + at least one external catalog on all user-visible outputs;
- must respect agreed block/warn thresholds and log decisions.
- Studio must:
- label AI-generated content in a way that is compatible with emerging AI transparency laws (especially in the EU);
- cooperate with Foundation’s requests for safety evaluations, audits, and post-hoc investigations when needed.
7.3 Internal lineage schema (implement in code)¶
Implement the lineage pieces already described in the Vault spec:
For each model version:
model_id,model_namemodel_type(symbolic core, audio renderer, etc.)- Training runs:
run_id, timestampsdata_packsused (e.g.LEMM_Vault_v1_core)- config hash and core hyperparameters
For each track:
track_idtraining_runs_included: list of run IDs (or pack membership mapping)
Goal:
- Be able to answer:
- “Which models might have seen my track?”
- “Which datasets/packs did this model train on?”
8. Compressed checklist (for internal tracker)¶
Use this section as a concrete implementation checklist for the first 12–24 months.
8.1 Legal shells¶
- Decide jurisdiction for Foundation (LEMMAI.org).
- Incorporate Foundation with mission, asset-lock, and data commitments.
- Incorporate Studio (LEMMAI.studio) as operating company.
- Ensure Foundation holds majority/golden-share control of Studio.
8.2 Governance v0¶
- Appoint initial Foundation board (founders + 1 independent).
- Adopt LEMM Vault Policy v0 (Section 5).
- Approve and sign Phase-0 Foundation ↔ Studio MoU (Section 4).
8.3 Contracts v0¶
- Have counsel convert Contributor Agreement outline (Section 6) into a full legal document.
- Integrate Contributor Agreement into upload flow (click-through).
- Implement revocation flag and exclusion of revoked tracks from new training jobs.
8.4 Infrastructure hooks¶
- Implement fingerprint / embedding extraction and indexing as per Vault spec.
- Implement a Training Gateway service/API that:
- only serves non-revoked, training-allowed tracks to training jobs;
- records which training runs use which datasets/packs.
- Persist model and data lineage in DB.
8.5 Safety¶
- Implement ingestion-time similarity checks:
- internal (Vault) duplicates,
- at least one external catalog.
- Implement generation-time similarity checks for at least one Studio product:
- enforce conservative block/warn thresholds.
- Document and publish Safety Policy for Vault-trained models.
8.6 Community & governance¶
- Publish Vault Policy v0 and a short plain-language explainer on lemm-ai.org.
- Define the minimal contributor base required to start the Contributor Council (thresholds).
- Draft and publish Contributor Council v1 charter (Section 7.1).
- Add one reserved board seat for future Contributor Council representative.
End of document.