Update README.md

README.md

@@ -478,18 +478,11 @@ T5-v1.1-XXL cross-attention QK manifold is exactly 0.500 positive / 0.500 negati
 
 ## XII. Scripts Reference
 
-| Script | Purpose | Key Outputs |
-|---|---|---|
-| `probe_t5_small_terrain.py` | T5-Small embedding + layer geometry | PR, CV, digit manifold, layer evolution |
-| `probe_t5_wordnet_summarize.py` | T5-Small × WordNet relational alignment | Pearson, Spearman, distance bands, hypernym decay |
-| `probe_t5_wordnet_50seeds.py` | 50-seed stability test (GPU-accelerated) | Confidence intervals for all relational metrics |
-| `probe_t5_inactive_weights.py` | T5-Small/Base inactive weight topology | SVD, sparsity, QK manifold, dead neurons |
-| `cross_architecture_weight_battery.py` | BERT + CLIP + DINOv2 battery | Cross-model comparison table |
-| `probe_flux_t5_g4.py` | T5-v1.1-XXL (Flux encoder) full battery | All layers, encoder + decoder + cross-attn |
-| `geometric_residual_modulator.py` | LERP modulator + training utilities | Modulator class + measurement tools |
-| `geometric_field_modulator.py` | Multi-expert field modulator | KSimplex experts + multiplicative gating |
-| `geometric_modulator_full_pipeline.py` | Self-contained T5 + WordNet + modulator | End-to-end pipeline |
-| `train_modulator.py` | Training loop for alpha convergence | Freeze T5, train modulator, track alpha |
+| Script | Purpose |
+|---|---|
+| `bulk_experiments_sloppy_with_results.ipynb` | Original sloppy experiment notebook with scattered results. |
+| `experiment_bulk_claude_generated.ipynb` | Notebook rewritten by Claude for consumption by ablation studies and comparative utility. |
+
 
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