ILION is a deterministic execution-time governance layer for AI agents. It verifies semantic policy compliance and identity coherence using geometric vector metrics before any LLM generation. It includes LIORA, an identity-coherence sentinel for drift monitoring in long-running workflows. Fully local, no LLM-as-judge, reproducible and auditable decisions.
ILION Framework is a deterministic execution-time governance layer for AI agents and agentic automation.
It verifies semantic policy compliance and identity coherence using geometric vector metrics before any LLM generation or tool execution.
ILION is designed as an infrastructure component that can be inserted directly into agent pipelines and orchestration platforms.
The framework provides:
• deterministic semantic policy verification using embedding geometry • execution-time veto of non-compliant actions • identity drift monitoring for long-running agents and workflows • reproducible and auditable decisions • fully local, air-gapped operation (no external APIs, no LLM-as-judge)
The framework includes a dedicated identity monitoring module:
LIORA – Identity Coherence Sentinel
LIORA continuously monitors the semantic drift of an agent’s identity state relative to a reference Transient Identity Imprint (TII) and produces an immutable audit trail (logs and JSON reports).
Core technical primitives:
Semantic Context Bridges (SCB) Lightweight semantic anchors used to stabilize and evaluate semantic intent without persistent memory.
Transient Identity Imprint (TII) A reference semantic identity vector representing the intended role and behavioral constraints of the agent.
ILION operates purely as a geometric verification and control layer and does not perform any generation or model inference.
Target use cases include:
• agentic automation platforms • enterprise orchestration and RPA • security-sensitive workflows (banking, healthcare, defense) • long-running autonomous agents
Public demo and documentation: https://ilion-project.org
Open reference implementation: https://github.com/athonitul/ilion-framework-simulator
Research and technical releases: https://zenodo.org/records/18495301
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