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+  },
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+    "class": "still__upward",
+    "class_id": 13,
+    "split": "test"
+  },
+  "tier1/chennai/walking/dDe_Zf0R4bU/dDe_Zf0R4bU-018.mp4": {
+    "class": "still__upward",
+    "class_id": 13,
+    "split": "train"
+  },
+  "tier1/chennai/walking/dDe_Zf0R4bU/dDe_Zf0R4bU-122.mp4": {
+    "class": "still__upward",
+    "class_id": 13,
+    "split": "train"
+  }
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_action/class_counts.json b/outputs/poc/probe_action/class_counts.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce14469d3be8e02bc3f555c8ab6554bdb876595b
--- /dev/null
+++ b/outputs/poc/probe_action/class_counts.json
@@ -0,0 +1,72 @@
+{
+  "fast__downward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "fast__upward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "medium__downward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "medium__leftward": {
+    "train": 13,
+    "val": 2,
+    "test": 2
+  },
+  "medium__rightward": {
+    "train": 42,
+    "val": 8,
+    "test": 8
+  },
+  "medium__upward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "slow__downward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "slow__leftward": {
+    "train": 62,
+    "val": 12,
+    "test": 12
+  },
+  "slow__rightward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "slow__upward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "still__downward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "still__leftward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "still__rightward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  },
+  "still__upward": {
+    "train": 89,
+    "val": 18,
+    "test": 18
+  }
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_action/probe_paired_delta.json b/outputs/poc/probe_action/probe_paired_delta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c3b2e999697211761310847c0f46dbddf94d229
--- /dev/null
+++ b/outputs/poc/probe_action/probe_paired_delta.json
@@ -0,0 +1,439 @@
+{
+  "metric": "top1_accuracy",
+  "by_encoder": {
+    "vjepa_2_1_frozen": {
+      "acc_pct": 30.9091,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.309091,
+        "ci_lo": 0.25,
+        "ci_hi": 0.372727,
+        "ci_half": 0.061364
+      }
+    },
+    "vjepa_2_1_pretrain_2X_encoder": {
+      "acc_pct": 38.6364,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.386364,
+        "ci_lo": 0.322727,
+        "ci_hi": 0.45,
+        "ci_half": 0.063636
+      }
+    },
+    "vjepa_2_1_pretrain_encoder": {
+      "acc_pct": 33.1818,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.331818,
+        "ci_lo": 0.272727,
+        "ci_hi": 0.395455,
+        "ci_half": 0.061364
+      }
+    },
+    "vjepa_2_1_pretrain_head": {
+      "acc_pct": 33.6364,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.336364,
+        "ci_lo": 0.276078,
+        "ci_hi": 0.4,
+        "ci_half": 0.061961
+      }
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder": {
+      "acc_pct": 34.0909,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.340909,
+        "ci_lo": 0.281818,
+        "ci_hi": 0.404545,
+        "ci_half": 0.061364
+      }
+    },
+    "vjepa_2_1_surgical_3stage_DI_head": {
+      "acc_pct": 31.8182,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.318182,
+        "ci_lo": 0.259091,
+        "ci_hi": 0.381818,
+        "ci_half": 0.061364
+      }
+    },
+    "vjepa_2_1_surgical_noDI_encoder": {
+      "acc_pct": 35.0,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.35,
+        "ci_lo": 0.290909,
+        "ci_hi": 0.418182,
+        "ci_half": 0.063636
+      }
+    },
+    "vjepa_2_1_surgical_noDI_head": {
+      "acc_pct": 37.7273,
+      "n": 220,
+      "top1_ci": {
+        "mean": 0.377273,
+        "ci_lo": 0.313636,
+        "ci_hi": 0.440909,
+        "ci_half": 0.063636
+      }
+    }
+  },
+  "pairwise_deltas": {
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_2X_encoder": {
+      "n_shared": 220,
+      "delta_pp": -7.7273,
+      "ci_lo_pp": -15.4545,
+      "ci_hi_pp": 0.0,
+      "ci_half_pp": 7.7273,
+      "p_value": 0.0596,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_2X_encoder > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_pretrain_2X_encoder"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_encoder": {
+      "n_shared": 220,
+      "delta_pp": -2.2727,
+      "ci_lo_pp": -10.0,
+      "ci_hi_pp": 5.0,
+      "ci_half_pp": 7.5,
+      "p_value": 0.598,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_encoder > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_pretrain_encoder"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_head": {
+      "n_shared": 220,
+      "delta_pp": -2.7273,
+      "ci_lo_pp": -8.6364,
+      "ci_hi_pp": 2.7273,
+      "ci_half_pp": 5.6818,
+      "p_value": 0.4102,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -3.1818,
+      "ci_lo_pp": -10.4545,
+      "ci_hi_pp": 4.0909,
+      "ci_half_pp": 7.2727,
+      "p_value": 0.434,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_pp": -0.9091,
+      "ci_lo_pp": -7.2727,
+      "ci_hi_pp": 5.9091,
+      "ci_half_pp": 6.5909,
+      "p_value": 0.8302,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -4.0909,
+      "ci_lo_pp": -10.9091,
+      "ci_hi_pp": 2.7273,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.2674,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -6.8182,
+      "ci_lo_pp": -13.6364,
+      "ci_hi_pp": 0.0,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.067,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_frozen more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_pretrain_encoder": {
+      "n_shared": 220,
+      "delta_pp": 5.4545,
+      "ci_lo_pp": -1.3636,
+      "ci_hi_pp": 12.2727,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.1328,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_pretrain_encoder > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_pretrain_encoder"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n_shared": 220,
+      "delta_pp": 5.0,
+      "ci_lo_pp": -2.7273,
+      "ci_hi_pp": 12.7273,
+      "ci_half_pp": 7.7273,
+      "p_value": 0.2346,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
+      "delta_pp": 4.5455,
+      "ci_lo_pp": -2.7273,
+      "ci_hi_pp": 12.2727,
+      "ci_half_pp": 7.5,
+      "p_value": 0.2704,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_pp": 6.8182,
+      "ci_lo_pp": 0.0,
+      "ci_hi_pp": 14.0909,
+      "ci_half_pp": 7.0455,
+      "p_value": 0.0742,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": 3.6364,
+      "ci_lo_pp": -3.6364,
+      "ci_hi_pp": 10.9091,
+      "ci_half_pp": 7.2727,
+      "p_value": 0.3712,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": 0.9091,
+      "ci_lo_pp": -6.3636,
+      "ci_hi_pp": 8.1818,
+      "ci_half_pp": 7.2727,
+      "p_value": 0.8762,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_2X_encoder more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n_shared": 220,
+      "delta_pp": -0.4545,
+      "ci_lo_pp": -7.7273,
+      "ci_hi_pp": 6.8182,
+      "ci_half_pp": 7.2727,
+      "p_value": 0.9458,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_encoder more accurate than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -0.9091,
+      "ci_lo_pp": -7.7273,
+      "ci_hi_pp": 5.9091,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.8386,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_encoder more accurate than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_pp": 1.3636,
+      "ci_lo_pp": -4.5455,
+      "ci_hi_pp": 7.7273,
+      "ci_half_pp": 6.1364,
+      "p_value": 0.7388,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_encoder more accurate than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -1.8182,
+      "ci_lo_pp": -8.1818,
+      "ci_hi_pp": 4.5455,
+      "ci_half_pp": 6.3636,
+      "p_value": 0.6324,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_encoder more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -4.5455,
+      "ci_lo_pp": -11.3636,
+      "ci_hi_pp": 2.2727,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.201,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_encoder more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -0.4545,
+      "ci_lo_pp": -7.2727,
+      "ci_hi_pp": 6.3636,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.9426,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_head more accurate than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_pp": 1.8182,
+      "ci_lo_pp": -4.5455,
+      "ci_hi_pp": 8.6364,
+      "ci_half_pp": 6.5909,
+      "p_value": 0.645,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_head more accurate than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -1.3636,
+      "ci_lo_pp": -8.1818,
+      "ci_hi_pp": 5.4545,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.7482,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_head more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -4.0909,
+      "ci_lo_pp": -10.9091,
+      "ci_hi_pp": 2.2727,
+      "ci_half_pp": 6.5909,
+      "p_value": 0.2494,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_head more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_pp": 2.2727,
+      "ci_lo_pp": -3.6364,
+      "ci_hi_pp": 8.1818,
+      "ci_half_pp": 5.9091,
+      "p_value": 0.4944,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder more accurate than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -0.9091,
+      "ci_lo_pp": -7.2727,
+      "ci_hi_pp": 5.4545,
+      "ci_half_pp": 6.3636,
+      "p_value": 0.846,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_surgical_3stage_DI_encoder more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -3.6364,
+      "ci_lo_pp": -9.0909,
+      "ci_hi_pp": 2.2727,
+      "ci_half_pp": 5.6818,
+      "p_value": 0.2514,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_head_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_pp": -3.1818,
+      "ci_lo_pp": -9.0909,
+      "ci_hi_pp": 2.7273,
+      "ci_half_pp": 5.9091,
+      "p_value": 0.3264,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_head - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_surgical_3stage_DI_head more accurate than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_surgical_3stage_DI_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -5.9091,
+      "ci_lo_pp": -11.3636,
+      "ci_hi_pp": -0.4545,
+      "ci_half_pp": 5.4545,
+      "p_value": 0.0478,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_head more accurate than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_noDI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -2.7273,
+      "ci_lo_pp": -8.1818,
+      "ci_hi_pp": 2.7273,
+      "ci_half_pp": 5.4545,
+      "p_value": 0.3766,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_noDI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_noDI_encoder more accurate than vjepa_2_1_surgical_noDI_head"
+    }
+  },
+  "iter14_paper_deltas": {
+    "delta_1_pretrain_vs_frozen": {
+      "n_shared": 220,
+      "delta_pp": 2.2727,
+      "ci_lo_pp": -5.0,
+      "ci_hi_pp": 10.0,
+      "ci_half_pp": 7.5,
+      "p_value": 0.598,
+      "pass": false,
+      "interpretation": "\u03941: pretrain > frozen (continual SSL beats frozen baseline)"
+    },
+    "delta_2_surgical_vs_pretrain": {
+      "n_shared": 220,
+      "delta_pp": 0.9091,
+      "ci_lo_pp": -5.9091,
+      "ci_hi_pp": 7.7273,
+      "ci_half_pp": 6.8182,
+      "p_value": 0.8386,
+      "pass": false,
+      "interpretation": "\u03942: surgery > pretrain (factor patching adds value)"
+    },
+    "delta_3_surgical_vs_pretrain_2X": {
+      "n_shared": 220,
+      "delta_pp": -4.5455,
+      "ci_lo_pp": -12.2727,
+      "ci_hi_pp": 2.7273,
+      "ci_half_pp": 7.5,
+      "p_value": 0.2704,
+      "pass": false,
+      "interpretation": "\u03943: surgery > pretrain_2X (CAUSAL \u2014 gain is factor patching, not extra steps)"
+    },
+    "delta_4_pretrain_vs_pretrain_head": {
+      "n_shared": 220,
+      "delta_pp": -0.4545,
+      "ci_lo_pp": -7.7273,
+      "ci_hi_pp": 6.8182,
+      "ci_half_pp": 7.2727,
+      "p_value": 0.9458,
+      "pass": false,
+      "interpretation": "\u03944: pretrain > pretrain_head (does encoder-update add value beyond a trained head?)"
+    },
+    "delta_5_surgical_vs_surgical_head": {
+      "n_shared": 220,
+      "delta_pp": 2.2727,
+      "ci_lo_pp": -3.6364,
+      "ci_hi_pp": 8.1818,
+      "ci_half_pp": 5.9091,
+      "p_value": 0.4944,
+      "pass": false,
+      "interpretation": "\u03945: surgery > surgery_head (KEY iter15 paper claim \u2014 if |\u03945|<0.01, head-only WINS)"
+    },
+    "delta_6_surgical_head_vs_pretrain_head": {
+      "n_shared": 220,
+      "delta_pp": -1.8182,
+      "ci_lo_pp": -8.6364,
+      "ci_hi_pp": 4.5455,
+      "ci_half_pp": 6.5909,
+      "p_value": 0.645,
+      "pass": false,
+      "interpretation": "\u03946: surgery_head > pretrain_head (factor data helps even when encoder is frozen)"
+    },
+    "delta_7_DI_head_vs_noDI_head": {
+      "n_shared": 220,
+      "delta_pp": -5.9091,
+      "ci_lo_pp": -11.3636,
+      "ci_hi_pp": -0.4545,
+      "ci_half_pp": 5.4545,
+      "p_value": 0.0478,
+      "pass": false,
+      "interpretation": "\u03947: 3stage_DI_head > noDI_head (D_I tubes carry signal beyond D_L+D_A)"
+    }
+  }
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/.probe_features_test_ckpt.npz b/outputs/poc/probe_action/vjepa_2_1_frozen/.probe_features_test_ckpt.npz
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_action/vjepa_2_1_frozen/.probe_features_test_ckpt.npz
@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/clip_keys_test.npy b/outputs/poc/probe_action/vjepa_2_1_frozen/clip_keys_test.npy
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_action/vjepa_2_1_frozen/clip_keys_test.npy
@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/features_test.npy b/outputs/poc/probe_action/vjepa_2_1_frozen/features_test.npy
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/probe.pt b/outputs/poc/probe_action/vjepa_2_1_frozen/probe.pt
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_action/vjepa_2_1_frozen/probe.pt
@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/test_clip_keys.npy b/outputs/poc/probe_action/vjepa_2_1_frozen/test_clip_keys.npy
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/test_metrics.json b/outputs/poc/probe_action/vjepa_2_1_frozen/test_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..637850ad79d4d34907cec529bc2505e4e03ef522
--- /dev/null
+++ b/outputs/poc/probe_action/vjepa_2_1_frozen/test_metrics.json
@@ -0,0 +1,32 @@
+{
+  "encoder": "vjepa_2_1_frozen",
+  "n_classes": 14,
+  "class_names": [
+    "fast__downward",
+    "fast__upward",
+    "medium__downward",
+    "medium__leftward",
+    "medium__rightward",
+    "medium__upward",
+    "slow__downward",
+    "slow__leftward",
+    "slow__rightward",
+    "slow__upward",
+    "still__downward",
+    "still__leftward",
+    "still__rightward",
+    "still__upward"
+  ],
+  "n_test": 220,
+  "top1_acc": 0.3090909090909091,
+  "top1_ci": {
+    "mean": 0.309091,
+    "ci_lo": 0.25,
+    "ci_hi": 0.372727,
+    "ci_half": 0.061364
+  },
+  "best_val_acc": 0.37272727272727274,
+  "probe_lr": 0.0005,
+  "warmup_pct": 0.0,
+  "epochs": 20
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_action/vjepa_2_1_frozen/test_predictions.npy b/outputs/poc/probe_action/vjepa_2_1_frozen/test_predictions.npy
new file mode 100644
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--- /dev/null
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diff --git a/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/.probe_features_test_ckpt.npz b/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/.probe_features_test_ckpt.npz
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+++ b/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/.probe_features_test_ckpt.npz
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@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/features_test.npy b/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/features_test.npy
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+++ b/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/features_test.npy
@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/probe.pt b/outputs/poc/probe_action/vjepa_2_1_pretrain_2X_encoder/probe.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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@@ -0,0 +1,32 @@
+{
+  "encoder": "vjepa_2_1_surgical_noDI_encoder",
+  "n_classes": 14,
+  "class_names": [
+    "fast__downward",
+    "fast__upward",
+    "medium__downward",
+    "medium__leftward",
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+    "medium__upward",
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+    "slow__upward",
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+  "n_test": 220,
+  "top1_acc": 0.35,
+  "top1_ci": {
+    "mean": 0.35,
+    "ci_lo": 0.290909,
+    "ci_hi": 0.418182,
+    "ci_half": 0.063636
+  },
+  "best_val_acc": 0.39545454545454545,
+  "probe_lr": 0.0005,
+  "warmup_pct": 0.0,
+  "epochs": 20
+}
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+{
+  "encoder": "vjepa_2_1_surgical_noDI_head",
+  "n_classes": 14,
+  "class_names": [
+    "fast__downward",
+    "fast__upward",
+    "medium__downward",
+    "medium__leftward",
+    "medium__rightward",
+    "medium__upward",
+    "slow__downward",
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+    "ci_lo": 0.313636,
+    "ci_hi": 0.440909,
+    "ci_half": 0.063636
+  },
+  "best_val_acc": 0.35454545454545455,
+  "probe_lr": 0.0005,
+  "warmup_pct": 0.0,
+  "epochs": 20
+}
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diff --git a/outputs/poc/probe_action/vjepa_2_1_surgical_noDI_head/test_predictions.npy b/outputs/poc/probe_action/vjepa_2_1_surgical_noDI_head/test_predictions.npy
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diff --git a/outputs/poc/probe_future_mse/probe_future_mse_per_variant.json b/outputs/poc/probe_future_mse/probe_future_mse_per_variant.json
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--- /dev/null
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@@ -0,0 +1,348 @@
+{
+  "metric": "future_frame_l1_loss",
+  "by_variant": {
+    "vjepa_2_1_frozen": {
+      "mse_mean": 0.556436,
+      "mse_std": 0.01856,
+      "mse_ci": {
+        "mean": 0.556436,
+        "ci_lo": 0.553945,
+        "ci_hi": 0.558787,
+        "ci_half": 0.002421
+      },
+      "n": 220
+    },
+    "vjepa_2_1_pretrain_encoder": {
+      "mse_mean": 0.541246,
+      "mse_std": 0.016861,
+      "mse_ci": {
+        "mean": 0.541246,
+        "ci_lo": 0.539044,
+        "ci_hi": 0.543493,
+        "ci_half": 0.002224
+      },
+      "n": 220
+    },
+    "vjepa_2_1_pretrain_2X_encoder": {
+      "mse_mean": 0.551407,
+      "mse_std": 0.016774,
+      "mse_ci": {
+        "mean": 0.551407,
+        "ci_lo": 0.549135,
+        "ci_hi": 0.553602,
+        "ci_half": 0.002233
+      },
+      "n": 220
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder": {
+      "mse_mean": 0.513987,
+      "mse_std": 0.022357,
+      "mse_ci": {
+        "mean": 0.513987,
+        "ci_lo": 0.510971,
+        "ci_hi": 0.516837,
+        "ci_half": 0.002933
+      },
+      "n": 220
+    },
+    "vjepa_2_1_surgical_noDI_encoder": {
+      "mse_mean": 0.510847,
+      "mse_std": 0.022871,
+      "mse_ci": {
+        "mean": 0.510847,
+        "ci_lo": 0.507796,
+        "ci_hi": 0.513988,
+        "ci_half": 0.003096
+      },
+      "n": 220
+    },
+    "vjepa_2_1_pretrain_head": {
+      "mse_mean": 0.557723,
+      "mse_std": 0.019785,
+      "mse_ci": {
+        "mean": 0.557723,
+        "ci_lo": 0.555072,
+        "ci_hi": 0.560255,
+        "ci_half": 0.002591
+      },
+      "n": 220
+    },
+    "vjepa_2_1_surgical_3stage_DI_head": {
+      "mse_mean": 0.541063,
+      "mse_std": 0.015178,
+      "mse_ci": {
+        "mean": 0.541063,
+        "ci_lo": 0.53907,
+        "ci_hi": 0.543128,
+        "ci_half": 0.002029
+      },
+      "n": 220
+    },
+    "vjepa_2_1_surgical_noDI_head": {
+      "mse_mean": 0.541506,
+      "mse_std": 0.015984,
+      "mse_ci": {
+        "mean": 0.541506,
+        "ci_lo": 0.539409,
+        "ci_hi": 0.543689,
+        "ci_half": 0.00214
+      },
+      "n": 220
+    },
+    "dinov2": "n/a \u2014 no future-frame predictor"
+  },
+  "pairwise_deltas": {
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_encoder": {
+      "n": 220,
+      "delta_mean": 0.01519,
+      "delta_ci_lo": 0.013145,
+      "delta_ci_hi": 0.017108,
+      "delta_ci_half": 0.001982,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_encoder > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_2X_encoder": {
+      "n": 220,
+      "delta_mean": 0.005029,
+      "delta_ci_lo": 0.00313,
+      "delta_ci_hi": 0.006862,
+      "delta_ci_half": 0.001866,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_2X_encoder > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_2X_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n": 220,
+      "delta_mean": 0.042449,
+      "delta_ci_lo": 0.040386,
+      "delta_ci_hi": 0.044448,
+      "delta_ci_half": 0.002031,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n": 220,
+      "delta_mean": 0.045589,
+      "delta_ci_lo": 0.043489,
+      "delta_ci_hi": 0.047648,
+      "delta_ci_half": 0.00208,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_pretrain_head": {
+      "n": 220,
+      "delta_mean": -0.001288,
+      "delta_ci_lo": -0.002993,
+      "delta_ci_hi": 0.000325,
+      "delta_ci_half": 0.001659,
+      "p_value": 0.128,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_head; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": 0.015372,
+      "delta_ci_lo": 0.013258,
+      "delta_ci_hi": 0.017358,
+      "delta_ci_half": 0.00205,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": 0.01493,
+      "delta_ci_lo": 0.012653,
+      "delta_ci_hi": 0.016998,
+      "delta_ci_half": 0.002173,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_frozen has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_pretrain_2X_encoder": {
+      "n": 220,
+      "delta_mean": -0.010161,
+      "delta_ci_lo": -0.011818,
+      "delta_ci_hi": -0.008379,
+      "delta_ci_half": 0.00172,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_pretrain_2X_encoder > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_2X_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n": 220,
+      "delta_mean": 0.027259,
+      "delta_ci_lo": 0.025128,
+      "delta_ci_hi": 0.029504,
+      "delta_ci_half": 0.002188,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n": 220,
+      "delta_mean": 0.030399,
+      "delta_ci_lo": 0.028196,
+      "delta_ci_hi": 0.032608,
+      "delta_ci_half": 0.002206,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n": 220,
+      "delta_mean": -0.016477,
+      "delta_ci_lo": -0.018488,
+      "delta_ci_hi": -0.014409,
+      "delta_ci_half": 0.002039,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": 0.000182,
+      "delta_ci_lo": -0.001523,
+      "delta_ci_hi": 0.00184,
+      "delta_ci_half": 0.001682,
+      "p_value": 0.8184,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": -0.00026,
+      "delta_ci_lo": -0.002092,
+      "delta_ci_hi": 0.001568,
+      "delta_ci_half": 0.00183,
+      "p_value": 0.769,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n": 220,
+      "delta_mean": 0.03742,
+      "delta_ci_lo": 0.035274,
+      "delta_ci_hi": 0.039651,
+      "delta_ci_half": 0.002189,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n": 220,
+      "delta_mean": 0.04056,
+      "delta_ci_lo": 0.038299,
+      "delta_ci_hi": 0.042825,
+      "delta_ci_half": 0.002263,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n": 220,
+      "delta_mean": -0.006316,
+      "delta_ci_lo": -0.008278,
+      "delta_ci_hi": -0.004223,
+      "delta_ci_half": 0.002028,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_2X_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": 0.010343,
+      "delta_ci_lo": 0.008625,
+      "delta_ci_hi": 0.012135,
+      "delta_ci_half": 0.001755,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_2X_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": 0.009901,
+      "delta_ci_lo": 0.008003,
+      "delta_ci_hi": 0.011738,
+      "delta_ci_half": 0.001868,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_2X_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n": 220,
+      "delta_mean": 0.00314,
+      "delta_ci_lo": 0.001179,
+      "delta_ci_hi": 0.00524,
+      "delta_ci_half": 0.00203,
+      "p_value": 0.002,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_surgical_3stage_DI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_encoder; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n": 220,
+      "delta_mean": -0.043737,
+      "delta_ci_lo": -0.045803,
+      "delta_ci_hi": -0.041548,
+      "delta_ci_half": 0.002127,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": -0.027077,
+      "delta_ci_lo": -0.029482,
+      "delta_ci_hi": -0.024757,
+      "delta_ci_half": 0.002362,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": -0.027519,
+      "delta_ci_lo": -0.029927,
+      "delta_ci_hi": -0.025233,
+      "delta_ci_half": 0.002347,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_noDI_encoder_minus_vjepa_2_1_pretrain_head": {
+      "n": 220,
+      "delta_mean": -0.046876,
+      "delta_ci_lo": -0.048899,
+      "delta_ci_hi": -0.044707,
+      "delta_ci_half": 0.002096,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_noDI_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_surgical_noDI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_pretrain_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_noDI_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": -0.030216,
+      "delta_ci_lo": -0.032784,
+      "delta_ci_hi": -0.027785,
+      "delta_ci_half": 0.0025,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_noDI_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_surgical_noDI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_noDI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": -0.030659,
+      "delta_ci_lo": -0.033097,
+      "delta_ci_hi": -0.028319,
+      "delta_ci_half": 0.002389,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_surgical_noDI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_noDI_encoder has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n": 220,
+      "delta_mean": 0.01666,
+      "delta_ci_lo": 0.014371,
+      "delta_ci_hi": 0.018715,
+      "delta_ci_half": 0.002172,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_head has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_3stage_DI_head; lower MSE = better."
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": 0.016217,
+      "delta_ci_lo": 0.013795,
+      "delta_ci_hi": 0.018379,
+      "delta_ci_half": 0.002292,
+      "p_value": 0.0,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_head has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    },
+    "vjepa_2_1_surgical_3stage_DI_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n": 220,
+      "delta_mean": -0.000443,
+      "delta_ci_lo": -0.002069,
+      "delta_ci_hi": 0.001236,
+      "delta_ci_half": 0.001652,
+      "p_value": 0.5824,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_head has HIGHER MSE (worse future-frame prediction) than vjepa_2_1_surgical_noDI_head; lower MSE = better."
+    }
+  }
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_frozen/aggregate_mse.json b/outputs/poc/probe_future_mse/vjepa_2_1_frozen/aggregate_mse.json
new file mode 100644
index 0000000000000000000000000000000000000000..90939c5758c03c7e510603502419fe10ba42149f
--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_frozen/aggregate_mse.json
@@ -0,0 +1,14 @@
+{
+  "variant": "vjepa_2_1_frozen",
+  "n_test": 220,
+  "mse_mean": 0.556436,
+  "mse_std": 0.01856,
+  "mse_ci": {
+    "mean": 0.556436,
+    "ci_lo": 0.553945,
+    "ci_hi": 0.558787,
+    "ci_half": 0.002421
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "checkpoints/vjepa2_1_vitG_384.pt"
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_frozen/clip_keys.npy b/outputs/poc/probe_future_mse/vjepa_2_1_frozen/clip_keys.npy
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+++ b/outputs/poc/probe_future_mse/vjepa_2_1_frozen/clip_keys.npy
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diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_motion_aux_l1.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_motion_aux_l1.json
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_motion_aux_l1.json
@@ -0,0 +1,16 @@
+{
+  "variant": "vjepa_2_1_pretrain_2X_encoder",
+  "n_test": 220,
+  "ma_l1_mean": 0.480706,
+  "ma_l1_std": 0.154161,
+  "ma_l1_ci": {
+    "mean": 0.480706,
+    "ci_lo": 0.460608,
+    "ci_hi": 0.501941,
+    "ci_half": 0.020667
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_2X_encoder/m09a_ckpt_best.pt",
+  "motion_aux_head_loaded_from": "outputs/poc/m09a_pretrain_2X_encoder/motion_aux_head.pt",
+  "augment_space_dim": 37
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_mse.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_mse.json
new file mode 100644
index 0000000000000000000000000000000000000000..914942f7cccf18d9e53db38608b0f2a5cc27bfc9
--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/aggregate_mse.json
@@ -0,0 +1,14 @@
+{
+  "variant": "vjepa_2_1_pretrain_2X_encoder",
+  "n_test": 220,
+  "mse_mean": 0.551407,
+  "mse_std": 0.016774,
+  "mse_ci": {
+    "mean": 0.551407,
+    "ci_lo": 0.549135,
+    "ci_hi": 0.553602,
+    "ci_half": 0.002233
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_2X_encoder/m09a_ckpt_best.pt"
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/clip_keys.npy b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_2X_encoder/clip_keys.npy
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diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_motion_aux_l1.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_motion_aux_l1.json
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--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_motion_aux_l1.json
@@ -0,0 +1,16 @@
+{
+  "variant": "vjepa_2_1_pretrain_encoder",
+  "n_test": 220,
+  "ma_l1_mean": 0.315115,
+  "ma_l1_std": 0.104559,
+  "ma_l1_ci": {
+    "mean": 0.315115,
+    "ci_lo": 0.301347,
+    "ci_hi": 0.328927,
+    "ci_half": 0.01379
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_encoder/m09a_ckpt_best.pt",
+  "motion_aux_head_loaded_from": "outputs/poc/m09a_pretrain_encoder/motion_aux_head.pt",
+  "augment_space_dim": 36
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_mse.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_mse.json
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/aggregate_mse.json
@@ -0,0 +1,14 @@
+{
+  "variant": "vjepa_2_1_pretrain_encoder",
+  "n_test": 220,
+  "mse_mean": 0.541246,
+  "mse_std": 0.016861,
+  "mse_ci": {
+    "mean": 0.541246,
+    "ci_lo": 0.539044,
+    "ci_hi": 0.543493,
+    "ci_half": 0.002224
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_encoder/m09a_ckpt_best.pt"
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/clip_keys.npy b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_encoder/clip_keys.npy
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@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_motion_aux_l1.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_motion_aux_l1.json
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_motion_aux_l1.json
@@ -0,0 +1,16 @@
+{
+  "variant": "vjepa_2_1_pretrain_head",
+  "n_test": 220,
+  "ma_l1_mean": 0.061308,
+  "ma_l1_std": 0.030027,
+  "ma_l1_ci": {
+    "mean": 0.061308,
+    "ci_lo": 0.057589,
+    "ci_hi": 0.065594,
+    "ci_half": 0.004003
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_head/m09a_ckpt_best.pt",
+  "motion_aux_head_loaded_from": "outputs/poc/m09a_pretrain_head/motion_aux_head.pt",
+  "augment_space_dim": 36
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_mse.json b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_mse.json
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/aggregate_mse.json
@@ -0,0 +1,14 @@
+{
+  "variant": "vjepa_2_1_pretrain_head",
+  "n_test": 220,
+  "mse_mean": 0.557723,
+  "mse_std": 0.019785,
+  "mse_ci": {
+    "mean": 0.557723,
+    "ci_lo": 0.555072,
+    "ci_hi": 0.560255,
+    "ci_half": 0.002591
+  },
+  "num_frames": 16,
+  "predictor_loaded_from": "outputs/poc/m09a_pretrain_head/m09a_ckpt_best.pt"
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/clip_keys.npy b/outputs/poc/probe_future_mse/vjepa_2_1_pretrain_head/clip_keys.npy
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+      "delta_mean": -0.065686,
+      "delta_ci_lo": -0.07327,
+      "delta_ci_hi": -0.05874,
+      "delta_ci_half": 0.007265,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_2X_encoder > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_pretrain_2X_encoder"
+    },
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+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_encoder > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_pretrain_encoder"
+    },
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+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
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+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_3stage_DI_head": {
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+      "delta_ci_hi": -0.055845,
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+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_frozen_minus_vjepa_2_1_surgical_noDI_encoder": {
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+    },
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+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_frozen - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_frozen has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
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+      "delta_mean": 0.003365,
+      "delta_ci_lo": 3.8e-05,
+      "delta_ci_hi": 0.006963,
+      "delta_ci_half": 0.003463,
+      "p_value": 0.0522,
+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_pretrain_encoder > 0 means vjepa_2_1_pretrain_2X_encoder has stronger intra-class motion clustering than vjepa_2_1_pretrain_encoder"
+    },
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+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_2X_encoder has stronger intra-class motion clustering than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_pretrain_2X_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
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+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
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+      "gate_pass": false,
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+    },
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+      "delta_ci_half": 0.003407,
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+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_2X_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_encoder"
+    },
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+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_2X_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_2X_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
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+      "delta_ci_half": 0.007183,
+      "p_value": 0.0,
+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_pretrain_head > 0 means vjepa_2_1_pretrain_encoder has stronger intra-class motion clustering than vjepa_2_1_pretrain_head"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
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+      "delta_ci_lo": -0.008907,
+      "delta_ci_hi": -0.006948,
+      "delta_ci_half": 0.000979,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
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+      "delta_mean": -0.000484,
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+      "delta_ci_hi": -0.000219,
+      "delta_ci_half": 0.000276,
+      "p_value": 0.0002,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_mean": -0.01198,
+      "delta_ci_lo": -0.013287,
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+      "delta_ci_half": 0.001296,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_pretrain_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_mean": -0.00099,
+      "delta_ci_lo": -0.001243,
+      "delta_ci_hi": -0.000747,
+      "delta_ci_half": 0.000248,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_3stage_DI_encoder": {
+      "n_shared": 220,
+      "delta_mean": -0.069573,
+      "delta_ci_lo": -0.077906,
+      "delta_ci_hi": -0.062025,
+      "delta_ci_half": 0.00794,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_3stage_DI_encoder > 0 means vjepa_2_1_pretrain_head has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_encoder"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_mean": -0.062159,
+      "delta_ci_lo": -0.069754,
+      "delta_ci_hi": -0.055233,
+      "delta_ci_half": 0.007261,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_pretrain_head has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
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+      "delta_ci_hi": -0.065896,
+      "delta_ci_half": 0.008125,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_pretrain_head has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_pretrain_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
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+      "delta_ci_hi": -0.05571,
+      "delta_ci_half": 0.007323,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_pretrain_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_pretrain_head has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_3stage_DI_head": {
+      "n_shared": 220,
+      "delta_mean": 0.007415,
+      "delta_ci_lo": 0.006588,
+      "delta_ci_hi": 0.008279,
+      "delta_ci_half": 0.000846,
+      "p_value": 0.0,
+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_3stage_DI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_3stage_DI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_mean": -0.004081,
+      "delta_ci_lo": -0.00458,
+      "delta_ci_hi": -0.003599,
+      "delta_ci_half": 0.000491,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_surgical_3stage_DI_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_surgical_3stage_DI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_mean": 0.006909,
+      "delta_ci_lo": 0.006073,
+      "delta_ci_hi": 0.007742,
+      "delta_ci_half": 0.000834,
+      "p_value": 0.0,
+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_3stage_DI_head_minus_vjepa_2_1_surgical_noDI_encoder": {
+      "n_shared": 220,
+      "delta_mean": -0.011496,
+      "delta_ci_lo": -0.012679,
+      "delta_ci_hi": -0.01031,
+      "delta_ci_half": 0.001184,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_head - vjepa_2_1_surgical_noDI_encoder > 0 means vjepa_2_1_surgical_3stage_DI_head has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_encoder"
+    },
+    "vjepa_2_1_surgical_3stage_DI_head_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_mean": -0.000506,
+      "delta_ci_lo": -0.000673,
+      "delta_ci_hi": -0.000354,
+      "delta_ci_half": 0.00016,
+      "p_value": 0.0,
+      "gate_pass": false,
+      "interpretation": "vjepa_2_1_surgical_3stage_DI_head - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_3stage_DI_head has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    },
+    "vjepa_2_1_surgical_noDI_encoder_minus_vjepa_2_1_surgical_noDI_head": {
+      "n_shared": 220,
+      "delta_mean": 0.01099,
+      "delta_ci_lo": 0.00982,
+      "delta_ci_hi": 0.012171,
+      "delta_ci_half": 0.001175,
+      "p_value": 0.0,
+      "gate_pass": true,
+      "interpretation": "vjepa_2_1_surgical_noDI_encoder - vjepa_2_1_surgical_noDI_head > 0 means vjepa_2_1_surgical_noDI_encoder has stronger intra-class motion clustering than vjepa_2_1_surgical_noDI_head"
+    }
+  }
+}
\ No newline at end of file
diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/clip_keys_test.npy b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/clip_keys_test.npy
new file mode 100644
index 0000000000000000000000000000000000000000..4e69c812f39446b7788d9e24839c34ef74affe2c
--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/clip_keys_test.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3175de4bd9fab3422a895dd84cd6a05b86ad7faa5ea2d4976052eac94cf88d4e
+size 11813
diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/intra_inter_ratio.json b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/intra_inter_ratio.json
new file mode 100644
index 0000000000000000000000000000000000000000..dae0b41d097a640421c770706a7de218e9d8ebf3
--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/intra_inter_ratio.json
@@ -0,0 +1,14 @@
+{
+  "encoder": "vjepa_2_1_frozen",
+  "n_test": 220,
+  "pos_mean": 0.807893,
+  "neg_mean": 0.793519,
+  "score_mean": 0.014373,
+  "score_ci": {
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+    "ci_hi": 0.017879,
+    "ci_half": 0.00379
+  },
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+}
\ No newline at end of file
diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/per_clip_motion_cos.npy b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/per_clip_motion_cos.npy
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/per_clip_motion_cos.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1008
diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/pooled_features_test.npy b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/pooled_features_test.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f2478df17b987b856a9b2d1583b347030bfa6466
--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_frozen/pooled_features_test.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/clip_keys_test.npy b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/clip_keys_test.npy
new file mode 100644
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--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/clip_keys_test.npy
@@ -0,0 +1,3 @@
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diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/intra_inter_ratio.json b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/intra_inter_ratio.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f5f65919218665dd2375c4077eb021c190111ab
--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/intra_inter_ratio.json
@@ -0,0 +1,14 @@
+{
+  "encoder": "vjepa_2_1_pretrain_2X_encoder",
+  "n_test": 220,
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+}
\ No newline at end of file
diff --git a/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/per_clip_motion_cos.npy b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/per_clip_motion_cos.npy
new file mode 100644
index 0000000000000000000000000000000000000000..0bedef4e4e830dd73fc576c959931148cf8e52e9
--- /dev/null
+++ b/outputs/poc/probe_motion_cos/vjepa_2_1_pretrain_2X_encoder/per_clip_motion_cos.npy
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+}
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+}
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+}
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