News is a dated lab record for releases, papers, benchmark updates, and research notes, not a generic blog.
Updates should state what changed, when it changed, what artifact or route is affected, and what evidence supports the update.
The page should explain what relationship a visitor is entering: research, media, partner, investor, developer, access, contact, status, or trust.
Release notes identify version, artifact, route, changed evidence, and access impact.
Benchmark updates state suite, workload, version, hard-fail gate, result class, and reproduction context.
Research notes connect to a program question, method, limitation, and next proof.
Lab records carry credibility, lineage, collaboration, and access signals.
Institutional pages establish CognitivityX Labs, Mourad's authorship, public artifacts, operating boundaries, and access channels.
Labs record in the public site architecture.
News is a dated lab record for releases, papers, benchmark updates, and research notes, not a generic blog.
The record separates released claim, evidence class, boundary condition, and access path.
Use the access route for model review, benchmark packet, system walkthrough, or institutional collaboration.
For news material, request access to the relevant card, benchmark packet, workflow demo, or review session.
