
TENIR-Gov is an open-source governance middleware that sits between decision-producing AI agents and downstream execution environments. It enforces explicit policies, validates operational intents through a neuro-symbolic grammar layer, and persists every governance decision in a cryptographically verifiable Merkle-based audit ledger — independently of any underlying AI model. Release R5.0.0 (IRON OMEGA R5) provides: neuro-symbolic validation (LALR(1) grammar + optional LLM fine-tuning), a deterministic policy engine (frozen dataclass contract), a graph-based policy store (Neo4j 5.x), a Merkle epoch audit ledger, an administrative governance plane, a polymorphic UI surface contract, and ledger migration tooling.
Release R5.0.0 (IRON OMEGA R5). Validation suite: 557 automated tests (555 passing, 2 intentionally skipped). Statement coverage: 96% on tenir_governance. Policy fingerprint (default): cb96dd8d35197ab0.
middleware, governance, FastAPI, audit ledger, AI safety, policy enforcement, neuro-symbolic, autonomous agents, compliance, Neo4j, Merkle tree, Python
middleware, governance, FastAPI, audit ledger, AI safety, policy enforcement, neuro-symbolic, autonomous agents, compliance, Neo4j, Merkle tree, Python
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
