The latest articles on DEV Community by Martin Nicolas Sanchez Morales (@mnsanchezmorales). https://dev.to/mnsanchezmorales https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3820761%2F81fc26ce-a5ab-4a08-adb6-5a700877e87e.png https://dev.to/mnsanchezmorales en Martin Nicolas Sanchez Morales Fri, 27 Mar 2026 22:49:59 +0000 https://dev.to/mnsanchezmorales/we-built-a-governance-layer-for-ai-assisted-development-with-runtime-validation-and-real-system-afm https://dev.to/mnsanchezmorales/we-built-a-governance-layer-for-ai-assisted-development-with-runtime-validation-and-real-system-afm <p>I’ve been working on a project called Janus — a governance layer for AI-assisted development systems.</p> <p>The core idea is simple:</p> <p>Instead of evaluating performance, we evaluate governance through evidence and protocol conformance.</p> <p>We just published the second paper, which moves from the theoretical model to measurable governance:</p> <ul> <li><p>Evidence-based model (E+/E−)</p></li> <li><p>Omission detection</p></li> <li><p>Human authority boundaries</p></li> <li><p>Deterministic reconstruction</p></li> <li><p>Benchmark (ECR, GVL, PVDR)</p></li> </ul> <p>Paper 1 (model):</p> <p><a href="https://doi.org/10.5281/zenodo.18974356" rel="noopener noreferrer">https://doi.org/10.5281/zenodo.18974356</a></p> <p>Paper 2 (validation):</p> <p><a href="https://doi.org/10.5281/zenodo.19239183" rel="noopener noreferrer">https://doi.org/10.5281/zenodo.19239183</a></p> <p>There’s also a live system running on top of it:</p> <p><a href="https://lluviadeideas-juegosdidacticos.github.io/trivias/" rel="noopener noreferrer">https://lluviadeideas-juegosdidacticos.github.io/trivias/</a></p> <p>And the framework used to run it:</p> <p><a href="https://framework.janusgovernance.org/" rel="noopener noreferrer">https://framework.janusgovernance.org/</a></p> <p>I’d really appreciate feedback — especially from people working on observability, event sourcing, or AI tooling.</p> ai github softwareengineering softwaredevelopment Martin Nicolas Sanchez Morales Thu, 12 Mar 2026 16:45:29 +0000 https://dev.to/mnsanchezmorales/building-janus-a-minimal-governance-kernel-for-human-ai-development-3d4c https://dev.to/mnsanchezmorales/building-janus-a-minimal-governance-kernel-for-human-ai-development-3d4c <p>I just published the foundational paper for a project called Janus.</p> <p>Janus is a minimal governance kernel for human–AI development systems. The goal is to introduce a lightweight governance layer that helps maintain traceability, deterministic reconstruction, and evidence-based decision processes when building software with AI assistance.</p> <p>The project explores how small governance primitives can help teams understand what happened during development, why decisions were made, and how a system state can be reconstructed.</p> <p>The foundational paper and repository were developed in about a week using the same governance protocol the project proposes.</p> <p>Paper (DOI)<br> <a href="https://doi.org/10.5281/zenodo.18974356" rel="noopener noreferrer">https://doi.org/10.5281/zenodo.18974356</a></p> <p>Repository<br> <a href="https://github.com/Janus-Governance/janus-governance-core" rel="noopener noreferrer">https://github.com/Janus-Governance/janus-governance-core</a></p> ai architecture softwaredevelopment softwareengineering