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Token / API budget burn - AIIDIOTSAI Solutions
Token / API budget burn: spend climbs faster than work completed, static context is resent on every call, and retries or parallel sub-agents fan out with no shared cap.
Root cause: static files injected every call instead of cached; budgets tracked as ad hoc counters duplicated across delegation; exhaustion triggers another model call instead of a stop. First safe move: hard per-run caps on tokens, retries, tool calls, wall-clock, and branches, enforced outside the model.
Fix: cacheable stable prefix versus volatile task material; on-demand retrieval of large files; a single budget owner that survives fan-out; a typed stop state on exhaustion. Machine view: /solutions/token-burn.json.
Canonical route: https://aiidiots.ai/solutions/token-burn