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John
John

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AI coding needs a token stop loss before the agent loops

AI coding agents are useful, but the dangerous part is not the first prompt.

It is the quiet loop after that.

The agent retries a failing test.

Then it rereads the same files.

Then it adds another patch.

Then it asks the model for a bigger explanation.

By the time you notice, the work may still be unfinished, but the session has already burned a surprising amount of context and money.

The missing UI is a stop loss

Most AI coding tools show output. Fewer show the cost of the output while you are still making decisions.

For real dev work, I think the useful number is not only monthly spend. It is live session burn.

Before starting a Claude Code, Codex, or Cursor agent run, I want to know:

  • how much I have already used today
  • whether this session is getting expensive
  • whether a retry loop is worth continuing
  • whether I should stop, reset context, or narrow the task

That number should be visible before the monthly invoice, not after it.

A simple rule I like

If an AI coding session has not produced a useful change after a few attempts, check the meter before giving it another broad instruction.

Sometimes the right move is not a better prompt. It is a smaller task.

For example:

  • ask it to inspect one failing file instead of the whole repo
  • paste the exact error instead of asking it to rediscover it
  • split the fix from the refactor
  • stop the loop and restart with a cleaner context

The goal is not to use fewer tokens at all costs. The goal is to spend tokens on progress, not on confusion.

Why I put this in the menu bar

A dashboard is good for review.

A menu bar meter is good for behavior change.

When usage is always visible, it changes how you hand work to the agent. You catch runaway sessions earlier. You notice when a small bug fix is becoming an expensive investigation. You make the next prompt tighter.

That is the idea behind TokenBar, a macOS menu bar app for watching AI usage while you work.

It is free to try, and TokenBar Pro is $15 lifetime.

https://tokenbar.site/

If you are building with Claude Code, Codex, Cursor, or other agentic coding tools, I think live usage visibility is becoming part of the developer workflow, not just a billing feature.

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