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Basis for the agentic-coding dataset: version-control survival as a time-validated quality label; shapes-that-last; the 3 co-registered layers (transcripts/diffs/ outcomes) + human-vs-AI axis; construction pipeline (extract/normalize/link/redact/ format) with fleet aggregation + HF backup; SFT/preference/RL/survival-holdout. Co-authored-by: Hanzo Dev <[email protected]>