diff --git a/characters/alpha/manifest.json b/characters/alpha/manifest.json
index f6c7c6c7..03e0d111 100644
--- a/characters/alpha/manifest.json
+++ b/characters/alpha/manifest.json
@@ -21,5 +21,6 @@
       "button": "P",
       "move": "rush_palm"
     }
-  ]
+  ],
+  "sprite_scale": 1.5
 }
\ No newline at end of file
diff --git a/characters/beta/manifest.json b/characters/beta/manifest.json
index 8daa3519..e6168859 100644
--- a/characters/beta/manifest.json
+++ b/characters/beta/manifest.json
@@ -21,5 +21,6 @@
       "button": "P",
       "move": "rush_palm"
     }
-  ]
+  ],
+  "sprite_scale": 1.5
 }
\ No newline at end of file
diff --git a/characters/trainer/manifest.json b/characters/trainer/manifest.json
new file mode 100644
index 00000000..55b4a392
--- /dev/null
+++ b/characters/trainer/manifest.json
@@ -0,0 +1,15 @@
+{
+  "id": "trainer",
+  "name": "TRAINER",
+  "health": 1000,
+  "walk_speed": 3.2,
+  "back_speed": 2.6,
+  "jump_velocity": -13.5,
+  "color": "#b48fd0",
+  "normals": {
+    "P": "jab",
+    "K": "kick"
+  },
+  "command_moves": [],
+  "sprite_scale": 1.25
+}
\ No newline at end of file
diff --git a/characters/trainer/moves/hit/data.json b/characters/trainer/moves/hit/data.json
new file mode 100644
index 00000000..5afe7a1b
--- /dev/null
+++ b/characters/trainer/moves/hit/data.json
@@ -0,0 +1,639 @@
+{
+  "name": "hit",
+  "total": 36,
+  "loop": false,
+  "startup": 10,
+  "active": [
+    11,
+    14
+  ],
+  "damage": 50,
+  "hitstun": 16,
+  "blockstun": 10,
+  "pushback": 10,
+  "hurtboxes": {
+    "default": [
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+        -331,
+        116,
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+        133
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+          80
+        ],
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+    }
+  },
+  "hitboxes": {}
+}
\ No newline at end of file
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diff --git a/characters/trainer/moves/idle/data.json b/characters/trainer/moves/idle/data.json
new file mode 100644
index 00000000..2408df95
--- /dev/null
+++ b/characters/trainer/moves/idle/data.json
@@ -0,0 +1,619 @@
+{
+  "name": "idle",
+  "total": 192,
+  "loop": true,
+  "startup": 10,
+  "active": [
+    11,
+    14
+  ],
+  "damage": 50,
+  "hitstun": 16,
+  "blockstun": 10,
+  "pushback": 10,
+  "hurtboxes": {
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diff --git a/characters/trainer/moves/jab/data.json b/characters/trainer/moves/jab/data.json
new file mode 100644
index 00000000..d5b08034
--- /dev/null
+++ b/characters/trainer/moves/jab/data.json
@@ -0,0 +1,648 @@
+{
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+          -43,
+          -353,
+          78,
+          85
+        ],
+        [
+          -30,
+          -268,
+          70,
+          128
+        ],
+        [
+          -50,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "18-18": [
+        [
+          -41,
+          -353,
+          76,
+          85
+        ],
+        [
+          -30,
+          -268,
+          71,
+          128
+        ],
+        [
+          -50,
+          -140,
+          127,
+          140
+        ]
+      ],
+      "19-19": [
+        [
+          -40,
+          -353,
+          75,
+          85
+        ],
+        [
+          -30,
+          -268,
+          71,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "20-20": [
+        [
+          -41,
+          -353,
+          76,
+          85
+        ],
+        [
+          -30,
+          -268,
+          71,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "21-21": [
+        [
+          -41,
+          -353,
+          77,
+          85
+        ],
+        [
+          -30,
+          -268,
+          71,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "22-22": [
+        [
+          -41,
+          -353,
+          77,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "23-23": [
+        [
+          -41,
+          -353,
+          77,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "24-24": [
+        [
+          -42,
+          -353,
+          78,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          128,
+          140
+        ]
+      ],
+      "25-25": [
+        [
+          -42,
+          -353,
+          78,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          127,
+          140
+        ]
+      ],
+      "26-26": [
+        [
+          -42,
+          -353,
+          78,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          127,
+          140
+        ]
+      ],
+      "27-27": [
+        [
+          -43,
+          -353,
+          79,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          127,
+          140
+        ]
+      ],
+      "28-28": [
+        [
+          -44,
+          -353,
+          80,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          127,
+          140
+        ]
+      ],
+      "29-29": [
+        [
+          -44,
+          -353,
+          80,
+          85
+        ],
+        [
+          -29,
+          -268,
+          70,
+          128
+        ],
+        [
+          -51,
+          -140,
+          127,
+          140
+        ]
+      ]
+    }
+  },
+  "hitboxes": {
+    "20-26": [
+      [
+        30,
+        -290,
+        80,
+        40
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/characters/trainer/moves/jab/frames/0000.png b/characters/trainer/moves/jab/frames/0000.png
new file mode 100644
index 00000000..2a989a00
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diff --git a/characters/trainer/moves/jab/frames/0001.png b/characters/trainer/moves/jab/frames/0001.png
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index 00000000..aba85ad3
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index 00000000..eea33057
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diff --git a/characters/trainer/moves/jab/frames/0003.png b/characters/trainer/moves/jab/frames/0003.png
new file mode 100644
index 00000000..d320709f
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new file mode 100644
index 00000000..1eaed639
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diff --git a/characters/trainer/moves/jab/frames/0005.png b/characters/trainer/moves/jab/frames/0005.png
new file mode 100644
index 00000000..21d59747
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diff --git a/characters/trainer/moves/jab/frames/0006.png b/characters/trainer/moves/jab/frames/0006.png
new file mode 100644
index 00000000..d9579b79
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diff --git a/characters/trainer/moves/jab/frames/0007.png b/characters/trainer/moves/jab/frames/0007.png
new file mode 100644
index 00000000..9d39017c
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diff --git a/characters/trainer/moves/jab/frames/0008.png b/characters/trainer/moves/jab/frames/0008.png
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index 00000000..e485b38d
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diff --git a/characters/trainer/moves/jab/frames/0009.png b/characters/trainer/moves/jab/frames/0009.png
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index 00000000..082140b0
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diff --git a/characters/trainer/moves/jab/frames/0010.png b/characters/trainer/moves/jab/frames/0010.png
new file mode 100644
index 00000000..b8384ddd
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diff --git a/characters/trainer/moves/jab/frames/0011.png b/characters/trainer/moves/jab/frames/0011.png
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index 00000000..f771bbba
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diff --git a/characters/trainer/moves/jab/frames/0012.png b/characters/trainer/moves/jab/frames/0012.png
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index 00000000..3dff8eef
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diff --git a/characters/trainer/moves/jab/frames/0013.png b/characters/trainer/moves/jab/frames/0013.png
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index 00000000..08c3194c
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diff --git a/characters/trainer/moves/jab/frames/0014.png b/characters/trainer/moves/jab/frames/0014.png
new file mode 100644
index 00000000..54e174fe
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diff --git a/characters/trainer/moves/jab/frames/0015.png b/characters/trainer/moves/jab/frames/0015.png
new file mode 100644
index 00000000..81c5378c
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diff --git a/characters/trainer/moves/jab/frames/0016.png b/characters/trainer/moves/jab/frames/0016.png
new file mode 100644
index 00000000..12317011
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diff --git a/characters/trainer/moves/jab/frames/0017.png b/characters/trainer/moves/jab/frames/0017.png
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index 00000000..5b9b18a0
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diff --git a/characters/trainer/moves/jab/frames/0018.png b/characters/trainer/moves/jab/frames/0018.png
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index 00000000..d7aa869f
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diff --git a/characters/trainer/moves/jab/frames/0019.png b/characters/trainer/moves/jab/frames/0019.png
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index 00000000..9258065c
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diff --git a/characters/trainer/moves/jab/frames/0020.png b/characters/trainer/moves/jab/frames/0020.png
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index 00000000..c54ad420
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diff --git a/characters/trainer/moves/jab/frames/0021.png b/characters/trainer/moves/jab/frames/0021.png
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index 00000000..f1464ffe
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diff --git a/characters/trainer/moves/jab/frames/0022.png b/characters/trainer/moves/jab/frames/0022.png
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index 00000000..0bca30af
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diff --git a/characters/trainer/moves/jab/frames/0023.png b/characters/trainer/moves/jab/frames/0023.png
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diff --git a/characters/trainer/moves/jab/frames/0024.png b/characters/trainer/moves/jab/frames/0024.png
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diff --git a/characters/trainer/moves/jab/frames/0026.png b/characters/trainer/moves/jab/frames/0026.png
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diff --git a/characters/trainer/moves/jab/frames/0027.png b/characters/trainer/moves/jab/frames/0027.png
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index 00000000..9d91dcbd
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diff --git a/characters/trainer/moves/jab/frames/0028.png b/characters/trainer/moves/jab/frames/0028.png
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index 00000000..3e6c9edc
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diff --git a/characters/trainer/moves/jab/frames/0029.png b/characters/trainer/moves/jab/frames/0029.png
new file mode 100644
index 00000000..7b92751f
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diff --git a/characters/trainer/moves/jab/frames/0030.png b/characters/trainer/moves/jab/frames/0030.png
new file mode 100644
index 00000000..309bbb14
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diff --git a/characters/trainer/moves/jab/frames/0031.png b/characters/trainer/moves/jab/frames/0031.png
new file mode 100644
index 00000000..f6b0b061
Binary files /dev/null and b/characters/trainer/moves/jab/frames/0031.png differ
diff --git a/engine/core/character_data.gd b/engine/core/character_data.gd
index c6add59b..65c79d1c 100644
--- a/engine/core/character_data.gd
+++ b/engine/core/character_data.gd
@@ -10,6 +10,7 @@ var walk_speed := 3.0
 var back_speed := 2.5
 var jump_velocity := -13.5
 var color := Color.WHITE
+var sprite_scale := 1.0   # draw scale; also scales all box coords
 var normals := {}          # "P" -> move name, "6P" -> forward+P, "K" -> ...
 var command_moves: Array = []   # [{motion:[2,3,6], button:"P", move:"rush_palm"}]
 var moves := {}            # name -> MoveData
@@ -30,6 +31,7 @@ static func load_dir(dir_path: String) -> CharacterData:
 	c.back_speed = float(d.get("back_speed", 2.5))
 	c.jump_velocity = float(d.get("jump_velocity", -13.5))
 	c.color = Color(d.get("color", "#ffffff"))
+	c.sprite_scale = float(d.get("sprite_scale", 1.0))
 	c.normals = d.get("normals", {})
 	c.command_moves = d.get("command_moves", [])
 
diff --git a/engine/core/fighter.gd b/engine/core/fighter.gd
index a324dff1..1073ef0d 100644
--- a/engine/core/fighter.gd
+++ b/engine/core/fighter.gd
@@ -202,10 +202,12 @@ func _set_state(s: int) -> void:
 
 ## ---------------------------------------------------------------- boxes
 
-## Local rect (right-facing) -> world rect, honouring facing.
+## Local rect (right-facing) -> world rect, honouring facing and sprite scale.
 func to_world(r: Rect2) -> Rect2:
-	var x := pos_x + r.position.x if facing == 1 else pos_x - r.position.x - r.size.x
-	return Rect2(x, CFG.GROUND_Y + pos_y + r.position.y, r.size.x, r.size.y)
+	var k := data.sprite_scale
+	var rs := Rect2(r.position * k, r.size * k)
+	var x := pos_x + rs.position.x if facing == 1 else pos_x - rs.position.x - rs.size.x
+	return Rect2(x, CFG.GROUND_Y + pos_y + rs.position.y, rs.size.x, rs.size.y)
 
 
 func world_hurtboxes() -> Array:
@@ -237,5 +239,7 @@ func _apply_render() -> void:
 		return
 	_sprite.texture = tex
 	_sprite.flip_h = facing == -1
-	var s: Vector2 = tex.get_size()
+	var k := data.sprite_scale
+	_sprite.scale = Vector2(k, k)
+	var s: Vector2 = tex.get_size() * k
 	_sprite.position = Vector2(-s.x / 2.0, -s.y)
diff --git a/engine/core/match_engine.gd b/engine/core/match_engine.gd
index 9fa5c0a7..e189cbe0 100644
--- a/engine/core/match_engine.gd
+++ b/engine/core/match_engine.gd
@@ -51,8 +51,21 @@ func _load_fighters() -> void:
 	if roster.size() < 1:
 		push_error("No characters found under characters/")
 		return
-	var d1 := CharacterData.load_dir(roster[0])
-	var d2 := CharacterData.load_dir(roster[mini(1, roster.size() - 1)])
+	# optional roster picks: godot --path . -- --p1=trainer --p2=alpha
+	var want := {"p1": "", "p2": ""}
+	for arg in OS.get_cmdline_user_args():
+		for k in want:
+			if arg.begins_with("--%s=" % k):
+				want[k] = arg.trim_prefix("--%s=" % k)
+	var path1: String = roster[0]
+	var path2: String = roster[mini(1, roster.size() - 1)]
+	for r in roster:
+		if want.p1 != "" and r.get_file() == want.p1:
+			path1 = r
+		if want.p2 != "" and r.get_file() == want.p2:
+			path2 = r
+	var d1 := CharacterData.load_dir(path1)
+	var d2 := CharacterData.load_dir(path2)
 	# fighters live in stage space; the stage node centres it on screen
 	var stage := Node2D.new()
 	stage.position = Vector2(640, 0)
diff --git a/pipeline/README.md b/pipeline/README.md
index 5da81967..24223c75 100644
--- a/pipeline/README.md
+++ b/pipeline/README.md
@@ -9,9 +9,14 @@ Steps 1–3 run as MODELBEAST jobs (queue on m3ultra `:8777` — see the fleet s
 2. MESH       Hunyuan3D-2.1 / TRELLIS      → textured 3D mesh (GLB) from portrait
 3. RIG+MOVES  auto-rig → retarget the SHARED move library (~30 clips) onto the rig
               (character-specific specials are extra clips, added per character)
-4. RENDER     fixed orthographic side camera → 60fps PNG frames per move
-              (+ optional normal-map pass for lit 2.5D sprites later)
+4. RENDER     render_moves.py (Blender headless, tested on Blender 5.1):
+              handles Mixamo namespace remap, axis fix, height normalisation,
+              first-frame pivot centring, transparent ortho side camera
    → renders/<char>/<move>/####.png
+   /Applications/Blender.app/Contents/MacOS/Blender -b \
+     --python pipeline/render_moves.py -- \
+     --char <rigged.fbx|.glb> --clips <dir_or_list> --out renders/<id> \
+     --rotz 155 --step 2
 5. HITBOX     autohitbox.py — DWPose over rendered frames → hurtbox rects per move
 6. PACK       pack_character.py — assemble characters/<char>/ per CHARACTER_SPEC.md
 ```
diff --git a/pipeline/render_moves.py b/pipeline/render_moves.py
new file mode 100644
index 00000000..bfcef95c
--- /dev/null
+++ b/pipeline/render_moves.py
@@ -0,0 +1,234 @@
+# Blender headless: render a rigged character + Mixamo anim clips to sprite frames.
+#
+# Usage:
+#   /Applications/Blender.app/Contents/MacOS/Blender -b --python pipeline/render_moves.py -- \
+#       --char ~/Documents/foitin_assets/woman_athleisure_01.fbx \
+#       --clips "clipdir_or_file1.fbx,file2.fbx" \
+#       --out renders/hero [--size 512] [--rotz 90] [--samples 16] [--step 1]
+#
+# One output folder per clip: renders/<id>/<clip_name_lowercase>/####.png
+# (that layout feeds straight into pipeline/pack_character.py).
+#
+# Frames render with transparent background, fixed orthographic side camera,
+# ground plane at z=0 mapped to a consistent pixel row -> stable ground pivot
+# across every move (the BKB .geo lesson: bake a consistent pivot).
+import argparse
+import math
+import sys
+from pathlib import Path
+
+import bpy
+
+GROUND_ROW_FRAC = 0.96   # ground line at 96% of image height (bottom margin)
+
+
+def parse_args():
+    argv = sys.argv[sys.argv.index("--") + 1:] if "--" in sys.argv else []
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--char", required=True)
+    ap.add_argument("--clips", required=True, help="dir or comma-separated fbx list")
+    ap.add_argument("--out", required=True)
+    ap.add_argument("--size", type=int, default=512)
+    ap.add_argument("--rotz", type=float, default=90.0,
+                    help="extra Z rotation (deg) so the character faces screen-right")
+    ap.add_argument("--height", type=float, default=1.75,
+                    help="normalised character height in metres")
+    ap.add_argument("--cam-height", type=float, default=2.6,
+                    help="world metres covered by the image height")
+    ap.add_argument("--samples", type=int, default=16)
+    ap.add_argument("--step", type=int, default=1, help="render every Nth frame")
+    ap.add_argument("--max-frames", type=int, default=0, help="cap source frames per clip (0 = all)")
+    return ap.parse_args(argv)
+
+
+def import_character(path: str):
+    before = set(bpy.data.objects)
+    if path.lower().endswith((".glb", ".gltf")):
+        bpy.ops.import_scene.gltf(filepath=path)
+    else:
+        bpy.ops.import_scene.fbx(filepath=path)
+    new = [o for o in bpy.data.objects if o not in before]
+    arms = [o for o in new if o.type == "ARMATURE"]
+    if not arms:
+        raise RuntimeError("no armature in " + path)
+    return arms[0], new
+
+
+def world_bbox(objs):
+    import mathutils
+    pts = []
+    for o in objs:
+        if o.type == "MESH":
+            for c in o.bound_box:
+                pts.append(o.matrix_world @ mathutils.Vector(c))
+    lo = [min(p[i] for p in pts) for i in range(3)]
+    hi = [max(p[i] for p in pts) for i in range(3)]
+    return lo, hi
+
+
+## Mixamo FBX often lands at centimetre scale (100x). Normalise the rig to
+## target height with feet on the ground at the origin.
+def normalize_character(arm, objs, target_h: float):
+    bpy.context.view_layer.update()
+    lo, hi = world_bbox(objs)
+    h = hi[2] - lo[2]
+    if h <= 0:
+        return
+    s = target_h / h
+    arm.scale = (arm.scale[0] * s, arm.scale[1] * s, arm.scale[2] * s)
+    bpy.context.view_layer.update()
+    lo, hi = world_bbox(objs)
+    arm.location.x -= (lo[0] + hi[0]) / 2
+    arm.location.y -= (lo[1] + hi[1]) / 2
+    arm.location.z -= lo[2]
+    bpy.context.view_layer.update()
+
+
+## Blender 4.4+ uses layered/slotted actions; older versions expose .fcurves.
+def action_fcurves(act):
+    if hasattr(act, "fcurves"):
+        return list(act.fcurves)
+    out = []
+    for layer in act.layers:
+        for strip in layer.strips:
+            for cb in strip.channelbags:
+                out.extend(cb.fcurves)
+    return out
+
+
+def assign_action(arm, act):
+    if arm.animation_data is None:
+        arm.animation_data_create()
+    arm.animation_data.action = act
+    if hasattr(act, "slots") and len(act.slots):
+        arm.animation_data.action_slot = act.slots[0]
+
+
+def import_clip_action(path: str, target_arm):
+    """Import an anim-only FBX, steal its action, delete its skeleton.
+    Mixamo namespaces bones per download (mixamorig:, mixamorig6:, ...);
+    remap the action's fcurve paths onto the target rig's namespace."""
+    before_obj = set(bpy.data.objects)
+    before_act = set(bpy.data.actions)
+    bpy.ops.import_scene.fbx(filepath=path, use_anim=True)
+    new_obj = [o for o in bpy.data.objects if o not in before_obj]
+    new_act = [a for a in bpy.data.actions if a not in before_act]
+    for o in new_obj:
+        bpy.data.objects.remove(o, do_unlink=True)
+    if not new_act:
+        raise RuntimeError("no action in " + path)
+    act = new_act[0]
+
+    target_ns = ""
+    for b in target_arm.data.bones:
+        if ":" in b.name:
+            target_ns = b.name.split(":")[0] + ":"
+        break
+    for fc in action_fcurves(act):
+        if '"' not in fc.data_path:
+            continue
+        bone = fc.data_path.split('"')[1]
+        base = bone.split(":")[-1]
+        new_bone = target_ns + base
+        if new_bone != bone and target_arm.data.bones.get(new_bone):
+            fc.data_path = fc.data_path.replace('"%s"' % bone, '"%s"' % new_bone)
+    return act
+
+
+def setup_scene(size: int, samples: int):
+    sc = bpy.context.scene
+    try:
+        sc.render.engine = "BLENDER_EEVEE_NEXT"   # Blender 4.2+
+    except TypeError:
+        sc.render.engine = "BLENDER_EEVEE"
+    try:
+        sc.eevee.taa_render_samples = samples
+    except AttributeError:
+        pass
+    sc.render.film_transparent = True
+    sc.render.resolution_x = size
+    sc.render.resolution_y = size
+    sc.render.image_settings.file_format = "PNG"
+    sc.render.image_settings.color_mode = "RGBA"
+
+    # key + fill + rim, angled like a simple studio setup
+    for name, rot, energy in (
+        ("key", (math.radians(60), 0, math.radians(35)), 3.0),
+        ("fill", (math.radians(70), 0, math.radians(-50)), 1.2),
+        ("rim", (math.radians(-60), 0, math.radians(180)), 1.5),
+    ):
+        light_data = bpy.data.lights.new(name, type="SUN")
+        light_data.energy = energy
+        light = bpy.data.objects.new(name, light_data)
+        light.rotation_euler = rot
+        sc.collection.objects.link(light)
+
+
+def setup_camera(cam_height: float, size: int):
+    cam_data = bpy.data.cameras.new("cam")
+    cam_data.type = "ORTHO"
+    cam_data.ortho_scale = cam_height          # vertical extent (square image)
+    cam = bpy.data.objects.new("cam", cam_data)
+    bpy.context.scene.collection.objects.link(cam)
+    bpy.context.scene.camera = cam
+    # side view: camera on +X axis looking toward -X, up = +Z
+    cam.location = (8.0, 0.0, 0.0)
+    cam.rotation_euler = (math.radians(90), 0, math.radians(90))
+    # place ground (z=0) at a fixed pixel row: centre the camera so that
+    # z spans [c - h/2, c + h/2]; ground at row frac r -> c = h*(r - 0.5)
+    cam.location.z = cam_height * (GROUND_ROW_FRAC - 0.5)
+    return cam
+
+
+def main():
+    args = parse_args()
+    bpy.ops.wm.read_factory_settings(use_empty=True)
+    setup_scene(args.size, args.samples)
+    setup_camera(args.cam_height, args.size)
+
+    arm, objs = import_character(str(Path(args.char).expanduser()))
+    # rotate about WORLD Z (local axes are already tilted by the FBX importer)
+    import mathutils
+    arm.matrix_world = mathutils.Matrix.Rotation(math.radians(args.rotz), 4, "Z") @ arm.matrix_world
+    normalize_character(arm, objs, args.height)
+
+    clips_arg = str(Path(args.clips).expanduser())
+    p = Path(clips_arg)
+    if p.is_dir():
+        clip_paths = sorted(p.glob("*.fbx"))
+    else:
+        clip_paths = [Path(c).expanduser() for c in args.clips.split(",")]
+
+    out_root = Path(args.out).expanduser()
+    sc = bpy.context.scene
+    for clip in clip_paths:
+        action = import_clip_action(str(clip), arm)
+        assign_action(arm, action)
+        f0, f1 = (int(action.frame_range[0]), int(action.frame_range[1]))
+        if args.max_frames > 0:
+            f1 = min(f1, f0 + args.max_frames - 1)
+        # centre the first frame's hips over the origin so every clip shares
+        # the same ground pivot (static pose offsets vary per Mixamo clip)
+        sc.frame_set(f0)
+        bpy.context.view_layer.update()
+        hips = next((pb for pb in arm.pose.bones if pb.name.endswith("Hips")), None)
+        if hips is not None:
+            hw = arm.matrix_world @ hips.head
+            arm.location.x -= hw.x
+            arm.location.y -= hw.y
+            bpy.context.view_layer.update()
+        move = clip.stem.lower()
+        move_dir = out_root / move
+        move_dir.mkdir(parents=True, exist_ok=True)
+        n = 0
+        for f in range(f0, f1 + 1, args.step):
+            sc.frame_set(f)
+            sc.render.filepath = str(move_dir / f"{n:04d}.png")
+            bpy.ops.render.render(write_still=True)
+            n += 1
+        print(f"RENDERED {move}: {n} frames ({f0}-{f1})")
+
+    print("DONE")
+
+
+main()