One Agent's Silent Retries Were Eating 60% of His API Spend

Artistic-Earth8997 · reddit · 2026-10-06

The author ran multiple agents (PR summaries, a Notion updater, Gmail draft replies) while his API bill kept creeping up with no way to attribute costs. Hand-rolled token logging drifted out of date within a week, and with calls split across Claude Code, Cursor and LangChain there was no single pipeline. Using Aident Loadout's per-call credit display, he found one agent silently retrying on timeouts—each retry a full model call—accounting for 60% of spend. He argues cost observability for agents is where logging was a couple of years ago, and asks whether anyone does per-agent budget caps.

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