> ## Documentation Index > Fetch the complete documentation index at: https://docs.getoneprofile.ai/llms.txt > Use this file to discover all available pages before exploring further. # Learnings > Mark an agent's output Needs work and say what's wrong. The agent saves a learning, does that output again, and follows it from then on. When an agent gets something wrong, mark it **Needs work** and say what's wrong. The agent turns your reason into a short learning, does that output again, and follows the learning on everything it writes after. ![The Learnings section of an agent's Configuration panel listing two learnings, each with an edit and a delete button.](https://mintcdn.com/oneprofile/jmQopmb3MDqnhkRX/images/agents/learnings.png?fit=max\&auto=format\&n=jmQopmb3MDqnhkRX\&q=85\&s=1513f4b1eff72ca03b4f5c8dcc9976e6) An agent's Learnings, at the foot of its Configuration panel. ## Mark an output Needs work **Needs work** sits on everything an agent writes: * A cell an agent filled in a table. Right-click it, or a selection of cells, or open the cell. * An example on an agent's **Preview** tab. * A message the agent wrote that waits in [Tasks](/outreach/tasks.md). * A contact's thread on a sequence's **AI writing** tab. * A reply the agent drafted in the [Inbox](/outreach/reply-with-ai.md). **1. Click Needs work** Click **Needs work** on the output you disagree with. **2. Say what's wrong** Answer **What's wrong?** in a sentence or two. The reason is required, because it is what the agent learns from. **3. Send it** Send it with the button under your reason. The agent saves a learning and does that output again, in the same place. A note then says what the agent learned, in one line, with **Undo**. On a table the note shows at the bottom of the screen. Everywhere else it stays on the output. Only **Needs work** with a reason teaches. **Looks good**, approvals, your own edits and **Reject** teach nothing. ## Undo a learning Click **Undo** on the note. The learning is removed, and the output goes back to what it was before. * On **Preview**, the original comes back at once, even mid-run. On a table, the run stops first. On Tasks and in the Inbox, the new message finishes first. * An output edited, decided or sent since keeps its new words, and the note says why. * When your reason changed a learning the agent already had, **Undo** puts back its earlier words. ## Edit or delete a learning Every agent lists what it learned under **Learnings**. It is in the agent's editor, in an AI column's editor, and under **How it writes** on a sequence's **AI writing** tab. Click **Edit** to reword a learning, or **Delete** to remove it, with **Undo** in the message that follows. A column that runs a saved agent shows that agent's learnings read only, with **Open agent** to change them. ## Keep the prompt short An agent's prompt is its goal, in one to three lines. Leave the rules to its learnings: each **Needs work** adds the rule your reason gives. ## Good to know > **Can I add a learning by hand?** > > No. Learnings come from **Needs work** on a real output, so each one answers something the agent got wrong. You can reword any of them under **Learnings**. > > An agent copied from a built-in template starts with that template's rules as its learnings, whether you apply the template on **Agents** or ask the AI Assistant for a copy. > **How many learnings can an agent keep?** > > 30. Once it has 30, **Needs work** asks you to delete one under **Learnings** before it adds another. A reason that refines a learning the agent already has updates it instead of adding one. > **What does Needs work cost?** > > Saving a learning is free. Doing the output again costs what running it again costs. On a table that is the price of **Run cells** on those cells, and on **Preview** it is the price of that example. > > On a table and on **Preview**, the price shows beside the button before you send. On Tasks and in the Inbox, the message is charged as any message written again. A sequence's **AI writing** tab writes the contact again from the day's free previews. > > On a table, **Undo** stops a run still going, and cells it already ran are not refunded. On **Preview**, **Undo** drops the example's new answer and refunds it. > **What if I am out of credits?** > > The learning is still saved. On a table and on **Preview**, the button reads **Save learning**. The output stays as it is until you run it again, and the note says it couldn't run again. > **Does a learning change what the agent already wrote?** > > No. Only the output you marked is done again. Other cells, messages waiting in Tasks and threads marked **Looks good** keep their words. > > The learning applies to what the agent writes next. A follow-up written ahead that nobody has seen is written again with it when its contact reaches that step. > **Which cells can I mark Needs work?** > > Cells an agent filled, in an AI column or a built-in agent's column, up to 50 at a time. A cell a person wrote, one that failed or was skipped, and one still running have nothing to learn from. Run a failed cell again instead. > **Are learnings shared between agents?** > > No. Each agent keeps its own, and each sequence's agent its own. **Duplicate** and **Copy setup from another sequence** copy the prompt and settings, never the learnings. Deleting an agent deletes its learnings. > **Does a learning make a new version of the agent?** > > No. Learnings sit beside the prompt, outside its versions, so putting an earlier version back keeps them. The exception is a version from before a long prompt was shortened: putting it back removes the learnings taken from that prompt. See [Agent versions](/agents/agent-versions.md). > **Why is my long prompt shorter now?** > > An agent made before learnings had its long prompt split into its goal and learnings, so it follows the same rules from a short prompt. Feedback you gave it before then may have become learnings too. > > The agent's version history lists the split as **Shortened into learnings**. To go back, click **Put back the original prompt** under **Learnings**, then **Put back**. The learnings taken from that prompt go with it. > **How do I try an agent before using it on a table?** > > Open the agent's **Preview** tab, choose a few example rows and run them. Read one example at a time, then click **Looks good** or **Needs work** and **Next example**. > > **Needs work** there saves a learning and runs that example again in place. After the last example, click **Done**, or **Choose other examples** to try more. > **Can the AI Assistant mark something Needs work?** > > Yes, when you ask and say what's wrong. It never makes up a reason, and it asks you first every time. It can also list what an agent learned, reword or delete a learning, and undo one. > > Needs work on a message that already went out is given through the AI Assistant. The message is not sent again, and the agent follows the learning on the messages after it. ## Next steps > **[Read an agent run](/agents/read-an-agent-run.md)** > > Look at the trail behind an answer before you mark it Needs work. > **[Agent versions](/agents/agent-versions.md)** > > See what each saved prompt was, and put an earlier one back. This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.