Inside Claude Opus 4.7 Adaptive Thinking: How Effort Levels Actually Work

Adaptive thinking replaced manual budget_tokens in Claude Opus 4.7. Here's the architecture: how the five effort levels (low/medium/high/xhigh/max) map to internal token allocation, how task_budget interacts with effort, the thinking display state machine, and the design decisions behind each behavior.