---
title: "How Canvases Make Agentic Workflows Visible, Steerable, and Cost-Efficient"
source: "GitHub Blog（网页）"
source_tier: "t1"
url: "https://github.blog/ai-and-ml/github-copilot/how-canvases-make-agentic-workflows-visible-steerable-and-cost-efficient/"
permalink: "https://feed.astralor.com/items/itm_3b2aba28240096e840b44ae9"
published: "2026-08-17T16:00:00.000Z"
score: 74
channel: "tech"
tags: ["Canvases","GitHub","GitHub Copilot","Agentic Workflows","Visual Development"]
---

# How Canvases Make Agentic Workflows Visible, Steerable, and Cost-Efficient

## AI commentary

> This article crystallizes abstract concepts by showing what agentic workflows look like in a real tool. If you are using Copilot for complex tasks, Canvases is worth trying immediately—especially for team collaboration, where visualization saves a lot of communication overhead.

## At a glance

Agentic workflows often get lost in the endless scroll of chat interfaces, making it difficult to track progress and maintain control. GitHub Copilot's Canvases feature solves this by providing a visual canvas where agent tasks are clearly displayed and directly manageable. In this article, the author shares personal experience using Canvases with agentic workflows, highlighting how it makes the process more visible, steerable, and cost-efficient. By offering a dedicated workspace, Canvases reduces the need for repetitive prompts and allows for fine-grained adjustments, ultimately saving both time and compute resources. This is especially valuable for developers who rely on AI assistants for complex, multi-step tasks.

## Key points

- Canvases free agentic workflows from the chat scroll by providing a dedicated visual canvas.
- Users can directly adjust task steps on the canvas for fine-grained control.
- By optimizing task execution paths, Canvases lowers the cloud costs of running agents.
- It is ideal for complex AI coding scenarios requiring multi-step collaboration and debugging.

## Full text

Chat is great for intent, but agent work gets lost in the scroll. Here is how I use canvases with my agentic workflows.

---

Verify against the original before citing; curated by Astral Feed: https://feed.astralor.com/items/itm_3b2aba28240096e840b44ae9