Glass Ionomer: An Evidence-Governed Control Architecture for Language-Model Agents
Agentic systems combine generative reasoning with access to tools, mutable environments and software revision. Their assurance problem extends beyond whether a model produces a plausible answer: evidence, permission, execution and the authority to change the governing mechanisms must remain distinct. Glass Ionomer confines the proposer to an enumerated proposal channel and leased workspace, assigns status minting to a deterministic assurance kernel, and places execution credentials and authoritative history beyond the proposer's credentials, administration and recovery access. Seven coupled loops govern inquiry, consequences, training, setpoints, coverage, controller integrity and construction. Permanent global attempt lineage retains claim-shopping attempts as evidence across principals; an unavailable multiplicity classifier invokes the prescribed CONTESTED cap. Effects require externally durable intent, exact authorization and object binding. Uncertain execution remains UNKNOWN until reconciliation; anchor unavailability triggers a latched alarm and bounded visible halt. Authority-document changes require complete machine-diff classification and independent cold review. We evaluate these controls with an executable architectural model: 5,708 deterministic scenario checks spanning twenty acceptance families, twelve deliberate control mutations (all detected), bounded exploration of 1,965 states and 7,453 changing edges across six configurations, and 1,200 seeded fault sequences containing 72,000 event inputs (no checked invariant violations). Seven separately reported probes expose trust-boundary consequences and implementation obligations, including denial-log saturation, semantic supersession and classification correctness. The contribution is a unified, externally anchored control architecture — governed self-modification with permanent cross-principal lineage, durable uncertain execution and classified revision — with a reproducible adversarial evaluation that makes its own boundaries explicit. Files (SHA-256)Glass_Ionomer_Elnaggar_2026_corrected.pdf — a3275556b39756d47cf649ec1031b9ca59ed4c113f8107e5467a48806d868025Glass_Ionomer_Supplementary_Change_Record.pdf — 7cf8257d03e485ccb6afe2da103089317f5d7837cc7c83fbdaf75229fbe465a7
Authors
- Amr Elnaggar
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-10-06
- DOI
- https://doi.org/10.5281/zenodo.23193669
- Primary Topic
- Access Control and Trust
- Type
- preprint