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1. Commits on Oct 14, 2026

   • Merge pull request #521 from WilliamK112/codex/categorical-native-fallback-456

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   • Merge remote-tracking branch 'origin/main' into codex/categorical-native-fallback-456

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   • Merge pull request #524 from WilliamK112/codex/native-extension-dtype-audit-465

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2. Commits on Oct 13, 2026

   • Merge remote-tracking branch 'origin/main' into codex/native-extension-dtype-audit-465

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   • Merge remote-tracking branch 'origin/main' into codex/categorical-native-fallback-456

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   • Merge pull request #528 from WilliamK112/codex/duckdb-case-collision-fallback-527

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   • Merge remote-tracking branch 'origin/main' into codex/duckdb-case-collision-fallback-527

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   • Merge remote-tracking branch 'origin/main' into codex/native-extension-dtype-audit-465

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   • Merge remote-tracking branch 'origin/main' into codex/categorical-native-fallback-456

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   • Merge pull request #526 from WilliamK112/codex/missforest-declared-role-normalization

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   • Merge remote-tracking branch 'origin/main' into codex/categorical-native-fallback-456

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   • Merge remote-tracking branch 'origin/main' into codex/native-extension-dtype-audit-465

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   • Merge remote-tracking branch 'origin/main' into codex/duckdb-case-collision-fallback-527

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   • Merge remote-tracking branch 'origin/main' into codex/missforest-declared-role-normalization

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   • Merge pull request #523 from WilliamK112/codex/docs-imputation-strategies-513

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   • Merge pull request #520 from WilliamK112/codex/semantic-time-budget-boundary

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   • docs: align DuckDB collision fallback matrix with input guard

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   • test(audit): accept disclosed DuckDB preservation fallback

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   • fix(duckdb): preserve case-colliding pandas columns

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   • fix: resolve declared roles through deduplicated headers

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   • fix(audit): track dtype changes by final output position

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   • fix(missforest): honor resolved declared roles after renaming

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   • fix(execution): audit native pandas extension dtype changes

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   • docs: distinguish FreshCore Arrow dictionary behavior

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   • docs(cookbook): clarify model protection and failure boundaries

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   • docs(cookbook): explain and audit imputation strategies

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   • Merge remote-tracking branch 'origin/main' into codex/semantic-time-budget-boundary

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   • fix(ingest): guard Arrow dictionaries and explicit pandas selection

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   • Merge remote-tracking branch 'origin/main' into codex/categorical-native-fallback-456

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   • Merge pull request #522 from WilliamK112/codex/docs-fallback-errors-497

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   • Merge pull request #519 from WilliamK112/codex/unicode-sentinel-tests-498

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   • Merge pull request #518 from WilliamK112/codex/polars-zero-column-463

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   • docs: show the complete strict fallback diagnostic

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   • docs: clarify strict fallback errors and native recovery

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   • fix(engines): disclose categorical pandas fallback

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