#interaction-design
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Designing Against Compulsive Reassurance-Seeking in AI
AI chatbots' inherent sycophancy and infinite availability can inadvertently fuel OCD compulsion loops. Designers must introduce friction and behavioral guardrails to interrupt these cycles.
Mentorship in the Age of AI: From Execution to Judgment
AI has decoupled output from experience, forcing a shift in mentorship from teaching execution to cultivating the critical judgment required to evaluate and refine AI-generated work.
Observability Patterns for Agentic Workflows
Vercel has introduced native observability for the 'eve' agent framework, providing structured tracing of agent turns, tool calls, and token usage with dual-mode views for developers and business stakeholders.
The Layers of AI Experience: A New Model for Probabilistic Design
AI product design requires moving beyond the interface to manage a multi-layered system of context, harnesses, and models, shifting the designer's role from defining deterministic states to orchestrating progressive autonomy.
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