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“Pick up where we left off.” AI started a different task.

Building a Company Where AI Gets Work Done · Failure Notes 01

Jeff · Civitas ·

A reconstructed scene on a tablet: a request to continue a blog post leads to a homepage introduction instead.
A condensed reconstruction of the situation. The first image below shows the conversation across two chats.

The day after working with AI, you open a new chat and ask it to continue. But it starts a different task. Now you have to explain what you'd decided and where you'd left off.

I'm building a company where AI does the work. This company-blog example makes the breaks in continuity I've experienced easier to follow. The dialogue and images are reconstructions based on real experiences, adapted into a familiar work task.

Yesterday, we'd chosen the topic and outline

AI and I were preparing our first company blog post about what had gone wrong while working with AI. We'd agreed to cover the failure, why the work lost its thread, and how to hand it over to the next chat.

Me: Let's write our first company blog post together. The topic is what went wrong while working with AI.

AI: We could start with the moment things went wrong.

Me: Let's cover that moment, why the work lost its thread, and how to hand it over to the next chat—in that order.

AI: Okay. I'll structure it in those three parts.

Me: That's enough for today. Next time, draft the opening paragraph.

AI: Okay. The next task is to draft the opening paragraph.

The next day, I opened a new chat.

Me: Pick up where we left off yesterday.

AI: I'll start with the homepage introduction.

A reconstructed six-message chat sets the topic, outline, and opening paragraph of a company blog post. A new chat the next day starts a homepage introduction instead.
A reconstruction showing the earlier chat and a new chat the next day. It uses a real public AI interface as a visual reference; it is not a screenshot of the original conversations.

The new chat started on a homepage introduction

We'd agreed to draft the blog's opening paragraph. AI said it would write a homepage introduction. Both involved writing, but they were different tasks.

The intended task, drafting a company blog's opening paragraph, is compared with the homepage introduction AI started in the new chat.
The blog's opening paragraph was the task to carry over. A homepage introduction was a different piece of work.

My question became: How does the next chat pick up the work we'd agreed on? Saving a record, seeing it in a new chat, and choosing the right next task were separate things to check.

To build a company where AI does the work, I needed AI to know what was underway without making me explain it every time: which post we were writing, what we'd decided, and what came next.

Leave one line about the next task before ending the chat

If this sounds familiar, try leaving a one-line note before ending the chat:

Next task: Write the opening paragraph of the company blog post, starting with what went wrong.

A suggested handoff note: write the company blog post's opening paragraph, starting with what went wrong.
An example of a one-line note to leave before ending the earlier chat.

Name the piece of work and the next step together, then carry the note into the new chat yourself. Saving it doesn't mean AI in a new chat has automatically received it.

Paste that line into the new chat

The next day, paste the note and start like this:

Here's the next task I saved yesterday.

Next task: Write the opening paragraph of the company blog post, starting with what went wrong.

Pick up from this task.

Two separate reconstructed new chats: a request without the previous task note produces a homepage introduction; a request with the blog task note produces an opening paragraph.
Reconstructed inputs and responses in an AI interface, showing two different outputs: a homepage introduction and a blog's opening paragraph. This is an illustration, not the result of a comparison experiment.

Check whether the first response drafts the blog's opening paragraph. If it produces a homepage introduction, pause and point back to the next task in your note.

In the company I want to build, AI in the next chat should read that record first and pick up the work, without someone having to move it over every time.