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title: When chat is the wrong UI | daily.dev
description: An informal argument from a GitHub Copilot team member proposes that chat interfaces are often the wrong way to interact with AI agents once a user knows what...
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# When chat is the wrong UI

**[GitHub Blog](https://daily.dev/sources/ghblog)** · 6 min read · 0 upvotes · 0 comments

## Summary

An informal argument from a GitHub Copilot team member proposes that chat interfaces are often the wrong way to interact with AI agents once a user knows what they want to accomplish. The post introduces 'canvases' in the GitHub Copilot app — full-stack mini applications that run without browser chrome and can communicate bi-directionally with the agent while also executing code locally. Examples include a Connect 4 game against the agent, a UI for managing Winget packages, a SQLite database browser with intellisense, and a Windows Live Writer-style blog editor for Jekyll posts, plus a workflow canvas that automates a research-prototype-plan-implement-iterate-finalize development loop so the user can step out of the interaction loop.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://github.blog/ai-and-ml/github-copilot/when-chat-is-the-wrong-ui>

## Questions this post answers

### What is a canvas in the GitHub Copilot app?

A canvas is a small full-stack application that runs inside the GitHub Copilot app without browser chrome, allowing bi-directional communication between the app's server and the Copilot agent. It can call third-party APIs and execute code locally on a machine, functioning like a normal computer program while still talking to the agent, unlike a plain chat interface.

_daily.dev surfaces practical examples like this for developers rethinking how they interact with coding agents._

### Why is chat considered a limiting interface for working with AI coding agents?

Chat became the default AI interface because it was the first thing people understood, but it forces every interaction through a single textarea even when a task-specific tool would be faster and cheaper. Repeatedly asking an agent to perform routine actions like staging and committing code wastes tokens compared to building a reusable tool that handles the task directly.

_developers weighing chat versus custom tooling for agent workflows can track these debates on daily.dev._

---

Tags: [#devtools](https://daily.dev/tags/devtools), [#ai-agents](https://daily.dev/tags/ai-agents), [#github](https://daily.dev/tags/github), [#ui-design](https://daily.dev/tags/ui-design), [#bots](https://daily.dev/tags/bots)

[View this post on daily.dev](https://daily.dev/posts/when-chat-is-the-wrong-ui-1btrkn7yk)

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