#craft
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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.
Moving Beyond the Atomic Design Metaphor
Atomic design successfully taught the industry to think in terms of component composition, but its rigid taxonomy has become a source of unnecessary friction. Teams should prioritize composability over maintaining strict hierarchical labels.
The Steering Layer: Enforcing Brand and Code Cohesion in AI
A 'steering layer' is an intentional architectural component that sits between AI tools and a codebase, using context, guidelines, and retrieval systems to ensure AI output remains consistent with brand and development standards.
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.
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.
AI SDK 7: Production-Grade Agentic Workflows
AI SDK 7 introduces deep production capabilities for agents, including durable workflows, standardized reasoning, tool context, and provider-agnostic support for realtime voice and video generation.
Building Custom Figma Plugins with AI Agents
Designers can build custom Figma plugins to automate repetitive tasks by using a structured prompt formula: Trigger + Instructions + Desired Output.
Teaching AI Agents Product Design Standards
Vercel treats product design decisions as code by embedding a 'product-design' skill in the repository, using linters for deterministic rules, and maintaining a human-in-the-loop evidence workflow to ensure agents understand the 'why' behind UI patterns.
Design Systems in the Age of Agentic Authorship
Design systems are shifting from human-authored assets to agent-authored infrastructure. This transition requires moving away from passive governance toward versioned, API-like token management and rigorous review processes for machine-generated output.
Prioritizing Iconic Excellence Over Superficial Consistency
Modern design systems often prioritize visual uniformity at the expense of individual icon quality. True design consistency should be defined by a shared standard of excellence and intentionality, rather than rigid adherence to superficial stylistic rules.
Vibe Coding as a Tool for Accessibility Advocacy
Vibe coding allows accessibility designers to rapidly remediate and enhance inaccessible interfaces by bypassing traditional technical barriers, though it requires navigating significant ethical and environmental trade-offs.
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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