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PERMANENCE training: 4-stage SFT -> gate -> GRPO -> eval pipeline
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Run 4: trainable safety primitive — FS/Git/DB simulators, integrated deploy task, tech-only training
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Sync: composable rubric, db_migration task, latent dynamics, dashboard
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Upload folder using huggingface_hub
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