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The AI Agent workspace is where you work with an AI assistant on a resume draft. It keeps the conversation, the tool activity, and a read-only resume preview in one full-screen view.
Agent threads edit an AI draft copy of your resume. Your original resume is not changed when you start from an existing resume.

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Before you start

You need at least one AI provider that is tested and enabled in Dashboard → Settings → Integrations. For setup, see Using artificial intelligence. If you self-host Reactive Resume, the agent workspace also requires the server-side agent configuration described in Self-hosting with Docker.

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Open the agent workspace

From the dashboard sidebar, click Agents. The agent page always shows your thread sidebar. Use it to continue an existing thread, or click New thread to start another one. You can also open the agent from the builder dock. When you do this, the current resume is preselected in the new thread setup screen.
Press Cmd/Ctrl+K from anywhere in the app to open the command palette. Select Threads to search existing threads by title, resume, or provider, or run New Thread to jump straight to the setup screen.

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Start a new thread

1

Choose an agent model

Pick the provider/model combo the agent should use. This choice is locked once the thread starts.
2

Choose a resume draft

Select an existing resume to duplicate as an AI draft, or choose Create from scratch for a blank draft.
3

Start the thread

Click Start Thread to create the draft and open the workspace.
AI Agent new thread setup with model and resume selectors

Starting an AI Agent thread

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Use the three-pane workspace

The desktop workspace is split into three panes:
  • Threads on the left: continue, archive, delete, or start agent threads.
  • Chat in the center: send prompts, upload files, answer agent questions, and review tool activity.
  • Resume on the right: read the current AI draft, adjust zoom, open it in the builder, or download a PDF.
AI Agent workspace showing thread sidebar, chat, and resume preview

AI Agent workspace with chat and resume preview

On smaller screens, the workspace uses tabs/sheets so you can switch between threads, chat, and preview without losing the active conversation.

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Ask for resume changes

The agent works best with concrete instructions:
  • “Tailor this resume to this job description: https://example.com/job”
  • “Find weak bullets and rewrite them with stronger outcomes.”
  • “Compare this draft against a product manager role and update the keywords.”
  • “Ask me before changing anything that looks uncertain.”
You can attach files or images from the composer. The agent reads uploaded attachments when they are relevant to your request. For supplied text, paste the content directly into the chat. Plain text, Markdown, and JSON attachments are available to the agent as extracted text. Images and supported files such as PDFs are passed directly to the selected provider when it can use them. If an attachment format is unsupported by the selected provider, paste the relevant text instead.
Text input is supported. Voice input is not supported in the agent workspace yet.

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Tailor a resume to a supplied job description

Use this controlled workflow to test tailoring without relying on live web research:
1

Set up an AI provider

In Dashboard → Settings → Integrations, configure a supported AI provider, test it, and make sure it is enabled. Then return to Agents.
2

Open a sample resume draft

Start a new thread and select a resume containing sample experience data. The agent creates an isolated AI draft, so the source resume remains unchanged.
3

Supply the target role

Paste this sample job description into the chat:
Then ask: “Tailor the existing experience for this role. Do not invent qualifications or experience.”
4

Review the draft

Review the updated draft. To approve patches before they are applied, inspect their JSON, or restore an earlier state, follow Review edits and patches.
This workflow also works when the selected provider/model has no live web search. Supplying the job description gives the agent the context it needs for ordinary resume editing.

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Review edits and patches

By default, the agent applies resume patches immediately to the AI draft. Turn on Review edits in the thread menu if you want to approve or deny patches before they are applied. Applied patches appear in chat as a small Patch applied line. Open the line to inspect the raw JSON Patch and use Restore if you want to roll the draft back to the state before that patch. Restoring an older patch also rolls back patches applied after it.
AI-generated changes can still be inaccurate. Review the draft in the preview or builder before exporting or sharing it.

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Answer agent questions

If the agent needs a decision, it may show a question card with recommended answers. Click the answer you want to send it back to the agent. That happens when your instructions are ambiguous, job context is missing, or a change depends on your preference.

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Use the resume preview

The resume pane is read-only. Use the toolbar to:
  • decrease or increase zoom;
  • set an exact zoom percentage;
  • open the AI draft in the builder;
  • download the draft as a PDF.
Zoom settings are remembered across refreshes.

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Manage threads

Threads are ordered by the newest message. Use the thread menu to archive or delete a thread.
  • Archive keeps the conversation but makes the thread read-only.
  • Delete removes the thread conversation and its attachments. The generated resume draft remains in your dashboard.
Threads can also become read-only if the working resume is deleted, the selected provider is deleted, or the thread is archived. If a provider is disabled or no longer tested, re-enable and test it before sending new messages.