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Microsoft 365 Copilot uses GPT-5 auto-routing and deeper reasoning modes. Why agent washing and verification gaps still complicate enterprise AI adoption.
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Dynamic effort parameters and context compaction APIs give developers finer control over reasoning cost and long-running agent memory.
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DeepSeek V4 optimizes for Huawei Ascend while Alibaba Qwen hemorrhages leadership — the bifurcation of global AI along geopolitical lines.
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Apple M5 Pro and M5 Max debut Fusion Architecture with per-core neural accelerators and 614 GB/s bandwidth for local AI inference.
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Google's Gemini 3.1 Pro achieves 94.3% on GPQA Diamond and 77.1% on ARC-AGI-2 at $2/12 per million tokens — but NotebookLM regressions expose benchmark optimization trade-offs.
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Claude Opus 4.6 and Sonnet 4.6 analysis — Sonnet closes the coding gap at a lower price tier, while Opus keeps the edge in deep reasoning, long context, and premium speed options.
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