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Rebase-port of #2452 (spinsirr:fix/calibration-profile-scope-and-cli) onto current master after tonight's merges made the fork branch conflict. - cli: add 'calibration' to CLI_ONLY so dispatch reaches its existing handler instead of falling through to "Unknown command" (#2035); honor --source / GBRAIN_SOURCE in the calibration CLI. - takes: route takes_list / takes_search / takes_scorecard / takes_calibration through sourceScopeOpts(ctx) (federated array > scalar > nothing) and scope engine reads via the take's page.source_id — JOIN filter for list/search, EXISTS for scorecard/curve — on both engines (#2200-class). - bigint: shared takeHitRowToHit coercion in searchTakes / searchTakesVector (both engines) + bigintToStringReplacer on the cli.ts output normalizer and the `gbrain call` exit, so int8/BIGSERIAL columns no longer crash JSON.stringify (#2450); calibration profile id BIGSERIAL → string. - calibration: default model ids route through TIER_DEFAULTS (provider-prefixed) instead of bare model strings; admin calibration chart endpoints fixed (takes has no page_slug column; month-precision since_date; Date generated_at; bigint id in drill-down). The think/gather source-scope slice of the original PR was dropped: it already landed on master via #2739. Co-authored-by: Sinabina <sinabina@Sinabinas-MacBook-Pro-4.local> Co-authored-by: spinsirr <ID+spinsirr@users.noreply.github.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com>