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.