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按立场 · 2 takes across the edition

Surveys the six AI-agent benchmarks that matter in 2026, arguing long-horizon, tool-use and cost metrics now define capability more than single-shot accuracy.

“Six tests now matter for agents, long-horizon, tool-use and cost, not single-shot accuracy.”

Developer-side account of the Qwen 3.6 open-weight series under Apache 2.0, arguing Alibaba's open lower tier seeds adoption while the proprietary 3.7 flagships monetise via cloud.

“Qwen3.6-35B-A3B remains the open-weight top pick, Apache 2.0, free for commercial deployment.”