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All six adapters duplicated an identical reflect() that delegates to run_minibatch_reflect. The copies had drifted: OfficeQA/DocVQA silently dropped meta_skill_context and ALFWorld dropped update_mode, so those analysts ran without inputs every other benchmark receives (active under the default use_meta_skill: true). Move the delegation into EnvAdapter.reflect as one default that forwards all kwargs uniformly, and delete the six overrides. reflect is no longer abstract — adapters inherit it and override only for custom logic. Net -225 lines. Behavior change: OfficeQA/DocVQA/ALFWorld reflect now receive the kwargs they previously dropped; the three already-correct benchmarks are unaffected. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>