Lee-W opened a new pull request, #74396:
URL: https://github.com/apache/airflow/pull/74396
On Airflow 3.3+, AgentOperator already carries its spend across retries
through the task state store, but LLMOperator and its subclasses counted
usage_limits per attempt, so every retry got a fresh budget and a failing LLM
task could spend retries x the configured limit. Applying the same cumulative
budget to the LLM operators closes that gap, and sharing one implementation
keeps the two operator families from drifting apart.
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