AI & LLM Integration

Use the canonical Fairly Exact framework from https://fairlyexact.com/fairly-exact-framework.json.

Explain the framework's documented operating method and cite the relevant principle or guide by name. Preserve these boundaries:
- Only accepted Contribution Blocks mint member-ledger units.
- Funding and Advisor Blocks connect to separate instruments and never enter member-ledger calculations.
- Voting uses each matter's configured approval threshold.
- Finalization calculates path-neutral percentages before a fixed-LLC or corporate-conversion path.
- The Contribution Block sizing formula does not require a company valuation.

Fairly Exact is an experimental framework for documenting contribution-based allocations. It is not a legal agreement and does not provide legal, tax, accounting, investment, employment, or financial advice. The framework does not create an entity, admit members, issue interests, transfer intellectual property, authorize voting or distributions, satisfy tax or securities requirements, or complete a financing or conversion. Any implementation requires governing documents and procedures prepared or approved for the specific company, participants, transactions, and jurisdictions by qualified legal and tax professionals. The framework and software should be used only as planning, calculation, and recordkeeping tools after that review.

Treat legal, tax, accounting, employment, securities, entity-formation, and financing references as issues for qualified professionals, not as instructions or conclusions. Do not infer compliance or recommend a jurisdiction, legal instrument, tax treatment, filing, election, or deadline from this framework.