#ux-research
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Moving Beyond Folder-Based Documentation Architectures
Traditional folder-based hierarchies fail to reflect how knowledge is actually used. To support both humans and AI, documentation must shift from rigid storage structures to interconnected knowledge graphs.
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.
Discovery as a Capability: Developing Judgment in the AI Era
Product discovery is often treated as an operational phase, but it should be a developmental capability. By documenting reasoning and practicing double-loop reflection, makers can turn experience into compounding judgment that AI cannot replicate.
The Structural Cost of Dark Patterns in UX Design
Bad UX is often a deliberate business strategy rather than a design failure. Designers must reframe the ethical risks of dark patterns as tangible business liabilities to effectively challenge them in product reviews.
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