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crewAI/lib/crewai/tests
João Moura a8b3ecb723 fix(agent): report per-call usage metrics on kickoff results (#6506)
* fix(agent): report per-call usage metrics on kickoff results

Agent.kickoff() populated result.usage_metrics from the LLM instance's
lifetime token accumulator, so counts grew across calls and pooled
across agents sharing one LLM object — a second agent's first turn
appeared to cost the whole preceding session.

Snapshot the accumulator when a kickoff starts and report the delta on
the result (guardrail retries included), via the new
UsageMetrics.delta_since(). The LLM instance's cumulative counters are
untouched: get_token_usage_summary() keeps lifetime totals for
crew-level aggregation, and its docstring now states that scope
explicitly. Applies to both Agent and the deprecated LiteAgent, sync
and async paths.

Fixes EPD-177.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor(agent): drop lite_agent.py diff, add guardrail-retry usage test

Per review: LiteAgent's kickoff path is no longer used, so the per-call
usage snapshot only needs to live in agent/core.py — revert the
lite_agent.py changes entirely. This also removes the duplicated
_current_usage_summary helper and the instance-attr baseline CodeRabbit
flagged.

Add the requested guardrail-retry regression test: a guardrail that
rejects the first attempt and accepts the second must yield
usage_metrics covering both attempts (2x a single-attempt kickoff).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

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Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-10 14:17:45 -07:00
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