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Where AI appears in your interface can shape how users discover, trust, and adopt it. Learn the strengths of common AI UI placement patterns and how to choose the right one for your product.

Meta’s Astryx ships an MCP server and component manifest so agents query real APIs. We tested it against shadcn/ui with Claude Code across three real UI builds.

Add a harm score to product prioritization to catch severe user consequences that RICE and other frameworks can miss.

Ten AI agent skills that solve real productivity problems for senior engineers, install commands, use cases, and when each one isn’t worth the overhead.