> ## Documentation Index
> Fetch the complete documentation index at: https://nmem.guoxudong.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Continue in another AI

> Use a second connected AI to find the task state in Mem and complete the next step.

<div className="course-meta" aria-label="Lesson information">
  <span><Icon icon="book-open" /> AI Workflow · Lesson 4 / 4</span>
  <span><Icon icon="clock-3" /> \~5 min</span>
  <span><Icon icon="user-round" /> Intermediate</span>
</div>

<div className="learning-stages learning-stages-progress" aria-label="Course progress">
  <div className="learning-stage learning-stage-done">
    <span className="learning-stage-mark" aria-hidden="true" />

    <span className="learning-stage-title">Work brief</span>
  </div>

  <div className="learning-stage learning-stage-done">
    <span className="learning-stage-mark" aria-hidden="true" />

    <span className="learning-stage-title">First pass</span>
  </div>

  <div className="learning-stage learning-stage-done">
    <span className="learning-stage-mark" aria-hidden="true" />

    <span className="learning-stage-title">Handoff checkpoint</span>
  </div>

  <div className="learning-stage learning-stage-active" aria-current="step">
    <span className="learning-stage-mark" aria-hidden="true" />

    <span className="learning-stage-title">Continue</span>
  </div>
</div>

Use the brief and checkpoint in Nowledge Mem to continue the task in a different connected AI tool. Check the retrieved context before asking for the next draft.

## What you'll accomplish

<Check>
  You'll have a second AI find the work brief and handoff checkpoint, then complete the next step.
</Check>

## Watch how it's done

<Note>
  The demo uses OpenCode as an example.
</Note>

<iframe src="https://www.youtube.com/embed/KryUi_dbjOc?autoplay=0" title="Demo: continue in another AI" allowfullscreen="true" />

## Before you start

Save the work brief and lesson 3 checkpoint in Mem. Connect both AI tools to the same Mem. If you use Spaces, confirm both tools can search the relevant Space. Make sure the second tool can also access any longer draft named in the checkpoint.

## Your turn

<Steps>
  <Step title="Open a new session in the second AI tool">
    Choose a different tool connected to the same Mem. Do not copy the brief or the first conversation into it.
  </Step>

  <Step title="Ask it to retrieve the task state">
    Ask it to retrieve the task state before drafting:

    ```text theme={null}
    Search Nowledge Mem for the Atlas landing page work brief and latest handoff checkpoint. Summarize the goal, audience, constraints, current outline, confirmed decision, unresolved proof point, and next action. If either memory is missing, say so. Do not draft the copy yet.
    ```
  </Step>

  <Step title="Check the summary against the saved context">
    Compare the summary with the brief and checkpoint. With the lesson 3 example, it should identify the operations-lead audience, the single "Try Atlas" call to action, and the missing verified evidence for section four.

    <Tip>
      If the tool cannot find the checkpoint, check that you can find it in Mem first. Then check the tool's connection and memory scope. **Context → Preview** shows the configured scope; the [connector guide](https://mem.nowledge.co/docs/integrations) covers setup. Ask for another search using a distinctive phrase from the checkpoint.
    </Tip>
  </Step>

  <Step title="Draft and check the next part">
    Once the context is correct, send:

    ```text theme={null}
    Using the brief and checkpoint you found, draft the hero and section four copy. Keep the agreed call to action. Mark missing customer quotes or metrics as "needs evidence". Do not invent them.
    ```

    Check the audience, wording, and evidence markers against the brief. Keep the draft accessible for the next session.
  </Step>
</Steps>

## What you should see

<Check>
  The second AI recovers the brief and checkpoint, then produces the requested copy with the agreed call to action and unresolved evidence clearly marked.
</Check>

## Why this matters

Checking retrieved context before drafting catches missing decisions. The same brief and checkpoint can guide another tool without the first tool's chat history.

## Go deeper

Read the [Context](https://mem.nowledge.co/docs/ai-context) guide for how connected tools receive and use Mem context.

## You've completed AI Workflow

<Check>
  You saved a work brief, started with your first AI, saved a handoff checkpoint, and continued the task in another AI.
</Check>

A task can now move between AI tools from saved context instead of a chat history. For everything beyond this course, see the [Nowledge Mem Docs](https://mem.nowledge.co/docs).

<Card title="Back to the course →" horizontal href="/ai-workflow" />