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Vibe coders using AI agents (Copilot, Claude, etc.) gain a concrete pattern for structuring agentic workflows in production; developers building agent systems learn a UI/UX principle that improves both observability and cost management in agent-based systems.
GitHub published guidance on using canvases—a UI feature for displaying and managing agent outputs—to make agentic workflows more visible, controllable, and cost-efficient than chat-based interfaces. The post advocates for canvases as a complement to chat for managing agent work that would otherwise get lost in conversation scrollback.
Read the full article at GitHub AI & ML
CoFabrix summarises and comments on this story. The original reporting belongs to GitHub AI & ML.
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