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Sizes codegraph_explore to the answer, not the file count: shows the mechanism + the exact methods you named in full (even buried in a large file) while collapsing redundant interchangeable implementations to signatures. Adds uniqueness-aware spare, per-symbol focused rendering of family files, all-tier test-file exclusion, and named-method cluster survival in non-sibling god-files. Validated A/B (Opus 4.8, 7-repo sweep): avg 25%% cheaper / 57%% fewer tokens / 23%% faster / 62%% fewer tool calls. Django 9->23%% cheaper (0 reads), OkHttp 4->11%% cheaper; gains across small/medium/large, inert repos unchanged. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>