Skip to main content

How canvases make agentic workflows visible, steerable, and cost-efficient

GitHub AI & MLOfficial

Why How canvases make agentic workflows visible, steerable, and cost-efficient matters

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.

Summary

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.

More in Community

Browse the full AI Pulse feed

Seeing AI Disruption in Your Industry?

Find out where your organization stands -- and what to do about it.