We built a governance layer for AI-assisted development (with runtime validation and real system)
I’ve been working on a project called Janus — a governance layer for AI-assisted development systems. The core idea is simple: Instead of evaluating performance, we evaluate governance through evid...

Source: DEV Community
I’ve been working on a project called Janus — a governance layer for AI-assisted development systems. The core idea is simple: Instead of evaluating performance, we evaluate governance through evidence and protocol conformance. We just published the second paper, which moves from the theoretical model to measurable governance: Evidence-based model (E+/E−) Omission detection Human authority boundaries Deterministic reconstruction Benchmark (ECR, GVL, PVDR) Paper 1 (model): https://doi.org/10.5281/zenodo.18974356 Paper 2 (validation): https://doi.org/10.5281/zenodo.19239183 There’s also a live system running on top of it: https://lluviadeideas-juegosdidacticos.github.io/trivias/ And the framework used to run it: https://framework.janusgovernance.org/ I’d really appreciate feedback — especially from people working on observability, event sourcing, or AI tooling.