If your AI agent, the software that does work for you on the computer, forgets halfway through a long task what it already tried, and fails at exactly the same spot, you're not alone.

Where you are now

Could the problem be something other than the agent? When the chat fills up, the agent replaces everything that was said with a short summary, to make room to keep going. That is called compaction. The summary keeps what happened: what you asked for, which files changed, where you stopped. It loses what was learned.

The approach that was already tried and failed, the assumption that turned out wrong, the number that was measured and the command behind it: all of it is gone. So ten minutes later the agent imports the original file again, fully confident, and fails at exactly the same spot.

And it did not get less smart. It became someone who was not there, with the confidence of someone who was.

Axel Jedlitschka

Who's talking to you: Axel Jedlitschka

It all started with an income and expenses table I wanted to build for myself in Excel. After I built a few versions in Excel, I moved to Google Sheets, and from there it kept growing.

While booking sales meetings by phone, I started building systems and automations, processes that run on their own, for business owners. I built a system for business forecast analysis, and it served the company's marketing and sales very well. That's where I realized I had knowledge every business needs. And a system that works for a business cannot forget halfway through what it already learned.

Axel Jedlitschka

What to demand

  • No repeated failures

    Know that an approach that already failed is never tried again without asking you first.

  • One line that shows it

    See in one line that the agent actually read what it learned, before it touches anything.

  • Numbers checked again

    Know that a number from an hour ago is checked again in a second, with the command that produced it, before anyone relies on it.

  • Decisions with a reason

    Know the agent can tell when a decision stops holding, instead of changing it for no reason or getting stuck with it.

  • The moment is not missed

    Get a reminder at the right moment, so the file is written before the chat is cut down, not after.

There is a way

Before compaction, the agent writes what it learned into a file, a plain text document inside your project folder. After compaction, it reads the file before any action. The file is not compacted, so nothing in it is lost.

  1. When to write.When you ask for "the continuity file", before you run a compaction yourself, and at the end of a reply, when the context, everything the agent holds in mind during the chat, is past 70% and no fresh file exists.
  2. What goes in.Seven sections, at most 150 lines: the task, what was tried and failed, assumptions that proved wrong, measured numbers, decisions and reasons, the next step, and facts about your computer.
  3. How to read it.Read the file to the end, before any action. State the next step, and two items that bear on it. Never retry a failed approach without asking you. And if the file contradicts the summary, the file wins.
  4. Who reminds.Three small programs that run at a fixed moment (hooks): after every compaction they hand the newest file back to the agent, and before a manual compaction with no file from the last half hour, they pause it once.

A summary tells you what happened. The file keeps the agent from making the same mistake twice.

The way, in one kit

Continuity kit · a kit by Axel Jedlitschka

When a long chat is cut down to a summary, your agent does not retry what already failed.

  • Everything is plain text on your computer. Nothing is sent anywhere
  • Keeps a backup of your settings first, and never touches your other hooks
  • The method works with any agent that reads an instruction file
  • A Claude Code skill, compaction-continuity: an instructions file the agent loads, which teaches it when to write the file, what goes in, and how to read it back
  • A template in English, Hebrew and Spanish, with a complete worked example in each
  • A reading instruction, ready to paste after compaction
  • A script that checks the file is complete
  • Three optional Claude Code reminders (hooks): after compaction, before a manual compaction, and at the end of a reply
  • AGENTS.md, a paste-ready rules block for Codex, Cursor and Gemini CLI
  • Install in one command, and an uninstall that removes only what the kit added
The first page of the guide: Your agent remembers what it learned, even after compaction

The comparison

Free

Continuity kit

What is kept
What was tried and failed, assumptions that proved wrong, decisions and reasons
A failed approach
Never retried without asking you
A measured number
The command next to it is run again before anyone relies on it

The automatic summary

What is kept
What you asked for, which files changed, where you stopped
A failed approach
The approach, and why it failed, are lost
A measured number
The number and the command behind it are lost

The offer

A skill, a continuity file in seven sections, a reading instruction, three optional reminders, templates in three languages, and a 7-page guide

Price: FreeNo credit card, and no part is held back for payment

The kit is free and you get it right away. You only get marketing messages if you tick the box, and you can unsubscribe at any time.

As soon as you leave your details, a thank-you page opens with a button to download the kit. You choose the guide's language in the form: Hebrew, English or Spanish.

By Axel Jedlitschka

What you get

Promised

  • The full kit, free, as soon as you leave your details.
  • No part is held back for payment.
  • Your details are not sold, and are not passed to anyone except the infrastructure providers that run the site.
  • A question about the kit? Send a message on Instagram to @theonlyaxelj.

Not promised

  • A result. The kit gives your agent a continuity file and reading rules, and the result depends on how you apply it and on your business. It is general knowledge, not personal advice.
  • That the agent writes the file every time. A reminder is an instruction, not a guarantee, so the pause before a manual compaction is the second chance.

There is no purchase and no payment here, so there is nothing to cancel. You can withdraw your consent to marketing messages at any time.

Questions?

How do I get the kit?

You leave your details, and a thank-you page opens right away with a button to download the kit.

Is it really free?

Yes. No credit card, and no part is held back for payment.

I'm not a programmer. Is this for me?

Yes. You unzip the file you downloaded, and from the folder it creates you run one command in the terminal, the window where you type commands to your computer: bash install.sh --with-hooks. Then you ask the agent for the file in plain language.

Will the files clutter my project?

Each is at most 150 lines. If the project is in git, the tool that keeps the history of your files, the agent offers once to add the folder to .gitignore, since the files hold paths you may not want to share.

What if I already have other hooks?

They stay as they are. The script adds three entries and keeps a backup, and the uninstall removes only those three.

Does it only work with Claude Code?

The method works with any agent that reads an instruction file, such as Codex, Cursor or Gemini CLI: you paste the block from AGENTS.md. The reminders are for Claude Code only, so elsewhere you remember the moment yourself.

How do I remove it?

Run bash install.sh --uninstall. The continuity files in your projects stay yours.

Will I get spam or phone calls?

Your details are used to send you the kit and to follow up on it. Marketing messages are sent only if you ticked the consent box, and you can unsubscribe at any time. You can also ask to see, correct or delete your details.

What now

You can keep trusting the summary and watch the agent fail at exactly the same spot, or you can ask it for a continuity file before the chat is cut down.

A kit to install and a 7-page PDF guide: a continuity file in seven sections, a reading instruction ready to paste, and three optional reminders, free.

Price: FreeNo credit card

The kit is free and you get it right away. You only get marketing messages if you tick the box, and you can unsubscribe at any time.

The kit is ready to download as soon as you leave your details

The kit is free and you get it right away. You only get marketing messages if you tick the box, and you can unsubscribe at any time.

Your details are used to get back to you. What is collected, why, and who receives it: see the Privacy Policy (opens in a new tab).