Claude Opus 4.7 Adaptive

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   Million-Token Context Windows: Effective Limits Still Differ

   A Juejin AI analysis says Gemini 3.1 Pro, GPT-5.5, Claude Opus 4.7 Adaptive, and DeepSeek V4 Pro each advertise roughly 1 million tokens of context, while their output ceilings range from 64,000 to 384,000 tokens. BenchLM data cited by the report places Gemini 3.1 Pro strongest for effective context between 500,000 and 1 million tokens, although GPT-5.5 leads the LongBench v2 and MRCRv2 scores. Community reports cited in the article also describe reliability declining as inputs grow, while Codex reportedly limits GPT-5.6 to a default 272,000-token window.

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