Glanceable Agent Status: Know What Every Agent Is Doing in One Look

Managing multiple autonomous processes requires a mental shift from linear task switching to spatial observation. When you deploy several AI coding agents to handle different parts of a codebase, the primary bottleneck becomes monitoring their progress without losing your own flow. Achieving a glanceable agent status is the solution to this overhead. By moving away from tabbed interfaces and into a persistent, zoomed-out spatial environment, you can observe the behavior of multiple agents simultaneously.

The Problem with High-Latency Monitoring

Standard terminal emulators and IDEs are designed for a single point of focus. When you run an agent like Claude Code or OpenCode, the output is often a stream of logs, file changes, and tool calls. In a traditional setup, you can only see the agent you are currently focused on. If you have three agents running across different microservices, you are forced to cycle through tabs or windows to check if an agent is stuck, waiting for permission, or finished.

This constant context switching creates a high cognitive load. You lose the ability to see the system as a whole. Monitoring becomes a high-latency activity because you only find out an agent failed or requires input when you manually switch back to that specific terminal. This delay scales poorly as the number of agents increases.

Benefits of the Zoomed-Out Canvas Approach

An infinite canvas workspace transforms how you interact with these tools. Instead of hiding processes behind tabs, you place them as panels on a broad digital surface. This layout provides several technical advantages for multi-agent workflows.

• Spatial Memory: You associate specific areas of your workspace with specific tasks. The agent handling the frontend lives in the top right, while the backend refactor occurs at the bottom left.
• Persistent Visibility: Even when you are writing code in a central editor, the peripheral areas of your workspace remain visible. You can see the scrollbar of a remote terminal move or a status indicator change color without leaving your current line of code.
• Reduced UI Friction: The ability to zoom out allows you to see the "big picture" of your entire stack. You can verify that a change in the API agent is being correctly picked up by the frontend agent in real time.

Deska implements this via an infinite canvas where you can place terminals for Claude Code, Codex CLI, and OpenCode side-by-side. By zooming out, you gain that critical glanceable agent status that traditional window managers struggle to provide.

Orchestrating Multiple AI Agents

When using tools like Claude Code or OpenCode, the workflow often involves giving a high-level command and then waiting for the agent to execute a series of steps. If you are running these coding agents in parallel, you need a way to verify their work without deep-diving into every log line.

Parallel Execution Patterns

A typical scenario might involve three distinct panels. One panel runs a terminal with a test suite. The second panel runs an agent tasked with fixing a specific bug. The third panel contains a browser widget to view the updated UI. In this setup, glanceability means seeing the test suite turn green the moment the agent finishes its write operation.

Cross-Panel Context

The value of a canvas is that the layout itself carries information. If you arrange your terminals according to the data flow of your application, you can visually trace how an agent's actions in one part of the system affect others. This is particularly useful for local-first development where all processes are running on your own machine.

Managing State and Feedback Loops

Efficient monitoring is not just about seeing text; it is about recognizing patterns. When you use Deska, you can adjust the zoom level to see the text clearly when needed, or zoom out to see the overall activity across five or ten different panels.

An effective glanceable setup usually includes:

1. A central code editor (like the Monaco-based editor in Deska) for your primary work.
2. Peripheral terminal panels running different agent threads.
3. A dedicated browser panel for live-reloading apps.
4. A notes panel for keeping track of prompts that worked well.

This arrangement ensures that you are never surprised by an agent's state. You see the progress bars and the command prompts as they appear.

The Role of Mobile Monitoring

Glanceable status should not be limited to your desk. Sometimes an agent is performing a long-running task, such as a full repository refactor or a complex migration. In these cases, you might want to step away from your computer while still keeping an eye on the progress.

A mobile app that connects to your local workspace allows you to check in on these sessions. Because the connection uses a secure relay without exposing ports, you maintain a local-first security model while gaining the freedom to move. You can see the same canvas layout on your phone, providing a consistent visual map of your work.

Voice and Chat Assistance in the Workspace

If you find yourself needing to reorganize your view to get a better look at a specific agent, you can use automated tools. The Ask Deska assistant can drive the workspace for you. You can use voice commands to open new panels or check the status of specific sessions, which is helpful when your hands are busy typing in the main editor.

Integrating voice commands into the monitoring process reduces the physical effort required to maintain situational awareness. Instead of hunting for a hidden window, you simply ask the workspace to show you the relevant panel.

Designing for Local Awareness

Security and speed are paramount when running multiple agents. A local-first approach ensures that the code being scanned by these agents never leaves your hardware unless you explicitly send it to an inference provider via your API keys. This proximity reduces the latency of the feedback loop, making the visual updates in your canvas almost instantaneous.

Glanceable Agent Status FAQ

How to see all AI agent logs at once?

Using a spatial canvas workspace allows you to place multiple terminal panels side-by-side. By zooming out, you can see the log output of several agents simultaneously without switching tabs, providing a complete overview of your parallel processes.

Can I monitor Claude Code from my phone?

Yes, by using a workspace that supports a secure mobile relay, you can mirror your desktop canvas on a mobile device. This allows you to check the status of running Claude Code sessions or other terminal-based agents while away from your primary workstation.

What is the best layout for multiple coding agents?

The most effective layout is a "hub and spoke" model on an infinite canvas. Place your primary code editor in the center and arrange your AI agent terminals in a circle around it. This lets you use peripheral vision to monitor agent status while focusing on your manual coding tasks.

Getting Started with Spatial Workspaces

Transitioning to a glanceable workflow requires the right tools to manage the visual space. You can download the desktop app for Mac, Windows, or Linux to start building your own multi-agent environment today. Visit the download page to install the free workspace and begin organizing your terminals, editors, and agents on a single, infinite canvas.