Most #AI transparency discussions assume a single model explaining a single output. But what if #reasoning involves multiple layers, workflows, and #agents? The challenge might not be explainability but interrogability.

#AgenticAI #ArtificialIntelligence #InteractionDesign #HumanAgentCenteredDesign #UXforAI #AIUX #MlUX

https://www.designative.info/2026/05/18/make-reasoning-interrogable-a-primer-of-human-agent-interaction-guidelines/

If agentic systems hide their reasoning, trust collapses.
What if interaction wasn’t about issuing commands—but about questioning, negotiating, and governing autonomy? This post argues interaction is where trust is earned. #humanagentcentereddesign #AI #UXforAI #mlUX #AIUX #AgenticAI

https://www.designative.info/2026/01/15/designing-human-agent-interaction-principles-for-trustworthy-collaboration/

If AI agents start deciding for users, who fights for the guardrails? Principles fail—workflows win.

Your duty: Advocate where autonomy meets risk. Who's with me?

https://www.designative.info/2025/12/22/operationalizing-ai-ethics-in-design-from-high-level-principles-to-encapsulated-workflows/

#artificialintelligence #businessdecisions #ethics #ethicsintech #aiethics #Accessibility #DecisionMaking #HumanComputerInteraction #HumanAgentCenteredDesign #Privacy #TrustBuilding #UX #AI #AgenticAI #DarkPatterns #DesignPrinciples #MoralPrinciples #DesignPhilosophy #WorkflowEncapsulation #aiux #uxai #mlux