Equality in automated systems is about rules, not ratios
Equality in automated systems is about rules, not ratios.
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Samirac AI and Gaia Nexus completed a live interoperability exercise inside dAIsy using Gaia Nexus Detection Events and a Samirac Execution Contract. The test demonstrated that external evidence can change execution requirements—from admissible, to additional validation, to second review—without changing the actor’s identity, authority or permissions.
We stopped writing massive Functional and Technical Specifications for good reasons. But somewhere along the way, we also started skipping the thinking those documents forced us to do. This article looks at how that shift shows up in wireframing, rapid prototyping and vibe coding—and why the faster AI lets us build, the more important it becomes to understand the system before we design the screen.
The Collapse of Emotional Self-Governance.