GPT / OpenAI / Claude / Cursor may provide
- Candidate slots and contracts
- Semantic projections
- Bounded explanations
- Implementation candidates
In E2C, LLM outputs are treated as candidate semantic inputs unless and until admitted by E2C.
E2C routes candidate outputs through source boundary, artifact discipline, validation, authorization, and ledger admission before downstream consumption.