Claude Opus 4.8 Effort Levels: A Hands-On Python Guide
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Kodetra Technologies··7 min read Intermediate Summary
Tune token spend on Opus 4.8 with the effort parameter. Runnable Python, real I/O, real numbers.
The new dial that changes Opus 4.8 economics
Anthropic shipped Claude Opus 4.8 on May 28, 2026 with a feature that flew under the radar next to dynamic workflows: output_config.effort. It is one knob, five values, and it is now the cleanest way to trade quality against cost on the most expensive Anthropic model. Default is high. Crank it to max and Claude will reason for ages on anything. Drop it to low and a classification call that used to burn 4,000 tokens of thinking returns in under 200.
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