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This article introduces practical methods for evaluating AI agents operating in real-world environments. It explains how to ...

Anthropic’s Claude Opus 4.6 introduces "Adaptive Thinking" and a "Compaction API" to solve context rot in long-running agents. The model supports a 1M token context window with 76% multi-needle ...