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* feat(benchmark): add offline memory vs project-context comparison suite (part of #7884) * fix(benchmark): route prompts through DynamicContextMiddleware, flatten rows, and share test run * refactor(benchmark): run through local Gateway and simplify first-pass suite (#7884) * docs(agents): keep context memory benchmark guidance within chain budget * fix(benchmark): verify DeerMem scope rejection --------- Co-authored-by: Totoro <msy626836554@gmail.com> Co-authored-by: Willem Jiang <willem.jiang@gmail.com>