feat(research): deep-research methodology + local_web_tools (free-tier, Qwen3.5/3.6 + llama.cpp first-class) - #19341

feat(research): deep-research methodology + local_web_tools (free-tier, Qwen3.5/3.6 + llama.cpp first-class)#19341

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