diff --git a/training/runs/expC_clustered.log b/training/runs/expC_clustered.log
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index 0000000..424303f
--- /dev/null
+++ b/training/runs/expC_clustered.log
@@ -0,0 +1,57 @@
+Config: {'W_PER_SHEEP': 1.0, 'W_ALIGN': 0.0, 'W_PEN_BONUS': 5.0, 'W_STEP_COST': 0.02, 'W_COMPLETE': 200.0, 'W_COMPACT': 1.5, 'ALIGN_SHAPE': 'standoff', 'ALIGN_GATED': False, 'ent_coef': 0.02}
+Run dir: runs/expC_clustered
+Curriculum: 1 → 3 sheep, 1,000,000 steps/stage
+
+[Stage n_sheep=1] training 1,000,000 steps
+           ... [trial 1 | 1 sheep | 100,000 steps | ret(last 50)=-17.04  sr=6%]
+           ... [trial 1 | 1 sheep | 200,000 steps | ret(last 50)=-17.39  sr=4%]
+           ... [trial 1 | 1 sheep | 300,000 steps | ret(last 50)=-15.50  sr=4%]
+           ... [trial 1 | 1 sheep | 400,000 steps | ret(last 50)=-2.07  sr=26%]
+           ... [trial 1 | 1 sheep | 500,000 steps | ret(last 50)=+3.81  sr=52%]
+           ... [trial 1 | 1 sheep | 600,000 steps | ret(last 50)=+8.03  sr=76%]
+           ... [trial 1 | 1 sheep | 700,000 steps | ret(last 50)=+9.49  sr=86%]
+           ... [trial 1 | 1 sheep | 800,000 steps | ret(last 50)=+9.42  sr=88%]
+           ... [trial 1 | 1 sheep | 900,000 steps | ret(last 50)=+9.49  sr=88%]
+           ... [trial 1 | 1 sheep | 1,000,000 steps | ret(last 50)=+10.34  sr=94%]
+[Stage n_sheep=1] evaluating 30 eps
+[Stage n_sheep=1] sr=83%  mean_len=519  mean_min_pen=3.5m  mean_act=0.25
+
+[Stage n_sheep=2] training 1,000,000 steps
+           ... [trial 1 | 2 sheep | 1,015,816 steps | ret(last 0)=+nan  sr=nan%]
+           ... [trial 1 | 2 sheep | 1,115,816 steps | ret(last 50)=-0.13  sr=10%]
+           ... [trial 1 | 2 sheep | 1,215,816 steps | ret(last 50)=-1.23  sr=10%]
+           ... [trial 1 | 2 sheep | 1,315,816 steps | ret(last 50)=-0.10  sr=6%]
+           ... [trial 1 | 2 sheep | 1,415,816 steps | ret(last 50)=+4.10  sr=28%]
+           ... [trial 1 | 2 sheep | 1,515,816 steps | ret(last 50)=+6.24  sr=32%]
+           ... [trial 1 | 2 sheep | 1,615,816 steps | ret(last 50)=+8.48  sr=52%]
+           ... [trial 1 | 2 sheep | 1,715,816 steps | ret(last 50)=+14.14  sr=98%]
+           ... [trial 1 | 2 sheep | 1,815,816 steps | ret(last 50)=+14.33  sr=98%]
+           ... [trial 1 | 2 sheep | 1,915,816 steps | ret(last 50)=+14.02  sr=100%]
+           ... [trial 1 | 2 sheep | 2,015,816 steps | ret(last 50)=+14.05  sr=100%]
+[Stage n_sheep=2] evaluating 30 eps
+[Stage n_sheep=2] sr=100%  mean_len=695  mean_min_pen=3.4m  mean_act=0.58
+
+[Stage n_sheep=3] training 1,000,000 steps
+           ... [trial 1 | 3 sheep | 2,031,624 steps | ret(last 0)=+nan  sr=nan%]
+           ... [trial 1 | 3 sheep | 2,131,624 steps | ret(last 50)=+10.43  sr=56%]
+           ... [trial 1 | 3 sheep | 2,231,624 steps | ret(last 50)=+13.91  sr=74%]
+           ... [trial 1 | 3 sheep | 2,331,624 steps | ret(last 50)=+13.98  sr=76%]
+           ... [trial 1 | 3 sheep | 2,431,624 steps | ret(last 50)=+12.67  sr=68%]
+           ... [trial 1 | 3 sheep | 2,531,624 steps | ret(last 50)=+15.79  sr=90%]
+           ... [trial 1 | 3 sheep | 2,631,624 steps | ret(last 50)=+16.29  sr=94%]
+           ... [trial 1 | 3 sheep | 2,731,624 steps | ret(last 50)=+15.47  sr=90%]
+           ... [trial 1 | 3 sheep | 2,831,624 steps | ret(last 50)=+16.67  sr=96%]
+           ... [trial 1 | 3 sheep | 2,931,624 steps | ret(last 50)=+17.50  sr=100%]
+           ... [trial 1 | 3 sheep | 3,031,624 steps | ret(last 50)=+16.49  sr=96%]
+[Stage n_sheep=3] evaluating 30 eps
+[Stage n_sheep=3] sr=90%  mean_len=794  mean_min_pen=3.7m  mean_act=0.47
+
+============================================================
+  REPLAY SUMMARY
+============================================================
+  n_sheep=1  sr= 83%  len=  519  min_pen=  3.5m  act=0.25
+  n_sheep=2  sr=100%  len=  695  min_pen=  3.4m  act=0.58
+  n_sheep=3  sr= 90%  len=  794  min_pen=  3.7m  act=0.47
+
+  Total time: 15.1 min
+  Artefacts:  runs/expC_clustered/
diff --git a/training/runs/expC_clustered/config.json b/training/runs/expC_clustered/config.json
new file mode 100644
index 0000000..b2d15fe
--- /dev/null
+++ b/training/runs/expC_clustered/config.json
@@ -0,0 +1,11 @@
+{
+  "W_PER_SHEEP": 1.0,
+  "W_ALIGN": 0.0,
+  "W_PEN_BONUS": 5.0,
+  "W_STEP_COST": 0.02,
+  "W_COMPLETE": 200.0,
+  "W_COMPACT": 1.5,
+  "ALIGN_SHAPE": "standoff",
+  "ALIGN_GATED": false,
+  "ent_coef": 0.02
+}
\ No newline at end of file
diff --git a/training/runs/expC_clustered/final_model.zip b/training/runs/expC_clustered/final_model.zip
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index 0000000..86d9208
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diff --git a/training/runs/expC_clustered/stage_results.json b/training/runs/expC_clustered/stage_results.json
new file mode 100644
index 0000000..7614958
--- /dev/null
+++ b/training/runs/expC_clustered/stage_results.json
@@ -0,0 +1,23 @@
+[
+  {
+    "n_sheep": 1,
+    "sr": 0.8333333333333334,
+    "mean_len": 518.5333333333333,
+    "mean_min_pen": 3.5244259238243103,
+    "mean_act": 0.25044742608759274
+  },
+  {
+    "n_sheep": 2,
+    "sr": 1.0,
+    "mean_len": 694.9,
+    "mean_min_pen": 3.4314632336298625,
+    "mean_act": 0.5796192060058971
+  },
+  {
+    "n_sheep": 3,
+    "sr": 0.9,
+    "mean_len": 794.1333333333333,
+    "mean_min_pen": 3.6645382324854534,
+    "mean_act": 0.46590614892287907
+  }
+]
\ No newline at end of file
diff --git a/training/runs/expC_clustered/vecnorm.pkl b/training/runs/expC_clustered/vecnorm.pkl
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index 0000000..0cffe9b
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