wiki/projects/telic-field-papers/artifacts/g11-language-models
Telic Fields G.11 — Language Models as Non-Sovereign Semantic Navigators
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--- title: "Telic Fields G.11 — Language Models as Non-Sovereign Semantic Navigators" artifact_date: "2026-07-15" artifact_type: "language-model-governance-and-claim-boundary-review" domain: "TELIC-FIELDS" scope: "WORKING" lineage: "THE-TELIC-FIELD-PAPERS" status: "draft" processing_tier: 4 source_role: "research-and-claim-boundary-artifact" content_canon_status: "unset" publication_status: "unpublished" ---
Telic Fields G.11 — Language Models as Non-Sovereign Semantic Navigators
Parent lineage: The Telic Field Papers
Source artifacts
- G.11 non-sovereign semantic-navigator review
- F.10/G.11 minimum viable architecture
- F.10/G.11 model-role and authority matrix
- F.10/G.11 candidate semantic-polytelometry session record
- Complete F.10/G.11 intake package
The complete package passed its internal SHA-256 manifest before intake. The ZIP hash is 3bb3cdef713c15d9cb4cd533715e496b4f90b00517a3bf68fcd6f818fb79c6fb.
Working finding
G.11 grounds the non-sovereign semantic-navigator proposal beside Human–AI deliberation, mixed-initiative interaction, retrieval-augmented generation, source attribution, ReAct and tool-using models, agentic planning, calibration, appropriate reliance, automation bias, sycophancy, Constitutional AI, model and system cards, multi-agent debate, contestability, recourse, human oversight, and meaningful human control.
The clearest candidate contribution is a source-, role-, provider-, trajectory-, and recourse-aware architecture that prevents semantic capability from silently becoming action authority. The review keeps model plurality distinct from standing plurality, human approval distinct from meaningful control, recommendation distinct from consent, and execution distinct from adjudication.
G.11 remains a research and claim-boundary artifact. The model-role matrix, session record, and minimum architecture are not production specifications, and they do not replace domain-specific governance.
Roadmap transition
G.11 is complete as a working review package. G.12, F.11, and FG-S are now installed, completing the planned G/F bridge sequence. The next pass is HI-0 — Controlled Branch Opening before deeper H.1 or I.1 branching.