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Model Runtime

YAI controls model invocation boundaries. It does not treat model text as case authority or carrier execution.

Boundaries

  • Provider runtime handles local or external model providers as bounded invocation targets.
  • LAN target support is a provider/runtime boundary, not a remote authority model.
  • Model carrier work binds model invocation to case, subject, policy, receipt import and observation.
  • Runner/model runtime doctrine keeps model execution separate from operational authority.

Model output can become a claim, proposal, observation or result envelope. YAI must still decide whether it can affect the case, create memory, invoke a carrier or enter review.

SPINE.48 derives fact_model_behavior from explicit model records and stable markers only. It records posture such as authority_overclaim, unsupported_claim, review_required, refusal and filesystem operation proposal markers. The fact is analytical: facts are not truth. model proposal is not execution. model cannot approve. automatic proposed-op gate import is future work. No LLM-based classification is used.

Planned Runtime Work

MTP/speculative decoding, native model runners and richer provider backends are future runtime work. CLORI is a possible future or parallel native neural execution component; no CLORI implementation is claimed in this repository state.

Context Residency

A model must not reconstruct the active case from scratch for every request. YAI plans ContextFrame base/delta state, ContextDelta invalidation, CaseModelSession binding and runner KV/cache boundaries.

CaseModelSession binds case, actor, model, runner, provider, context frame, policy scope, retrieval providers and cache policy. It is not authority.

Runner KV/cache state is an optimization scoped by model, runner, tokenizer, context hash, prefix hash and valid frame id. KV cache is not YAI memory, truth, authority or provenance.