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Stopping infinite agent loops and backend token leaks in production

Every time an autonomous agent loop fails to close cleanly, your backend processing buffer absorbs the cost through duplicated context reloads and excessive API queries.

Most solo founders and lean engineering teams don't track this burn rate until the monthly cloud bill arrives. A pending agent state isn't neutral—it's an ongoing operational cost that drains your runway.

To solve this, we isolated the core failure mode and open-sourced a production-grade backend guard that halts execution buffers when loop thresholds are breached.

You can inspect the complete repository here: https://github.com/koniJang/max-token-saver-light

If you want a complete structural audit of your landing funnel friction and LLM token leaks within 24 hours, you can access our async micro-offer ($39): https://contra.com/s/Xs7WYN7c-llm-token-leak-and-checkout-friction-audit-24h-async?r=trs_research

No meetings, 100% async. Reach out at koni910901@gmail.com

on July 28, 2026