General Interfaces — Perspectives https://web-two-zeta-2pj27vxkaa.vercel.app/perspectives General Interfaces explores how people and institutions retain meaningful agency as technology becomes increasingly autonomous. en Agency Is More Than Choice https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-1 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-1 Why meaningful control depends on memory, continuity and the ability to contest automated decisions. Fri, 31 Jul 2026 19:20:32 GMT Essay The Interface Is the Institution https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-2 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-2 Every interface distributes power: it decides what is visible, possible and accountable. Thu, 30 Jul 2026 19:20:32 GMT Essay Autonomy Changes the Burden of Proof https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-3 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-3 As systems act more independently, evidence must move closer to the outcomes they produce. Wed, 29 Jul 2026 19:20:32 GMT Essay Digital Continuity as a Human Interest https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-4 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-4 A person’s history should survive changes in platforms, providers and intelligent assistants. Tue, 28 Jul 2026 19:20:32 GMT Essay From Control Panels to Governed Relationships https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-5 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-essay-5 The next generation of governance will manage relationships between people, systems and institutions. Mon, 27 Jul 2026 19:20:32 GMT Essay Why AI Assurance Must Include Residual Risk https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-1 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-1 A GI reading of research that asks what remains after controls have been applied. Sun, 26 Jul 2026 19:20:32 GMT Paper editorial What Portability Research Misses About Memory https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-2 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-2 Moving data is not the same as preserving context, provenance and personal meaning. Sat, 25 Jul 2026 19:20:32 GMT Paper editorial Beyond Accuracy in Automated Decisions https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-3 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-3 Why performance metrics alone cannot establish whether a system deserves institutional trust. Fri, 24 Jul 2026 19:20:32 GMT Paper editorial The Governance Meaning of Model Uncertainty https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-4 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-4 Uncertainty is not only a technical property; it changes disclosure, ownership and accountability. Thu, 23 Jul 2026 19:20:32 GMT Paper editorial Reading FinOps Through an AI Governance Lens https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-5 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-paper-editorial-5 Cost visibility becomes governance when expenditure is connected to agents, paths and outcomes. Wed, 22 Jul 2026 19:20:32 GMT Paper editorial The Human Agency Test https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-1 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-1 A practical set of questions for assessing whether a digital system preserves meaningful human control. Tue, 21 Jul 2026 19:20:32 GMT Framework Personal Memory Sovereignty Framework https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-2 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-2 A model for examining ownership, portability, provenance, continuity and consent. Mon, 20 Jul 2026 19:20:32 GMT Framework Embedded Values Governance Canvas https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-3 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-3 A structured way to expose the value choices carried by intelligent systems. Sun, 19 Jul 2026 19:20:32 GMT Framework Outcome Evidence Chain https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-4 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-4 A method connecting system actions, evidence, ownership and institutional claims. Sat, 18 Jul 2026 19:20:32 GMT Framework AI Technology Value Assurance Model https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-5 https://web-two-zeta-2pj27vxkaa.vercel.app/articles/preview-framework-5 A framework linking AI expenditure to causal execution paths and governed business outcomes. Fri, 17 Jul 2026 19:20:32 GMT Framework