# FlipDir artifacts (not regenerable cheaply) - **subspaces/** rank-K flip subspaces U (SVD .pt) per model/testbed, + dirs_hik_gemma_murule (Gemma mu-rule U's). Reusable across gates; avoids re-extraction. - **entropy/** per-token softmax-entropy distributions (gate calibration: qwen8b/g12). - **results/** confirmed baseline table (qwen_baselines_table.md), the winning-config chain scripts (chain_500final.sh = Gemma mu-rule frozen protocol; qwen_lead_chain / batch58 = LEAD baselines), and agg.py (shard aggregator -> clean/nonflip/flip + H(c,n,f)). Abandoned always-on/dev eval runs are intentionally excluded.