diff --git a/.gitattributes b/.gitattributes
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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.avro filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
diff --git a/LICENSE.md b/LICENSE.md
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+# Licence notice
+
+This dataset contains synthetic text and JavaScript code. The `stage1` rows were generated by `deepseek/deepseek-v4.1-flash-1017`, accessed through OpenRouter. The `stage2` rows were generated by `townbox/lowpoly-coder-4b`'s stage-1 checkpoint, a fine-tune of `Qwen/Qwen3.5-4B` (Apache-2.0) trained on the `stage1` rows.
+
+Use of this data is subject to the licence and terms of those models and of the services through which they were accessed. No separate licence has been chosen for this compilation. Check those terms before redistributing or using the data commercially.
diff --git a/README.md b/README.md
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+---
+pretty_name: LowPoly Coder 4B training data
+license: other
+license_name: deepseek-output-terms
+license_link: LICENSE.md
+language:
+- en
+task_categories:
+- text-generation
+tags:
+- code
+- javascript
+- threejs
+- low-poly
+- 3d
+- synthetic
+size_categories:
+- 10K<n<100K
+configs:
+- config_name: stage1
+  default: true
+  data_files:
+  - split: train
+    path: data/stage1/train-*.parquet
+  - split: validation
+    path: data/stage1/validation-*.parquet
+- config_name: stage2
+  data_files:
+  - split: train
+    path: data/stage2/train-*.parquet
+  - split: validation
+    path: data/stage2/validation-*.parquet
+---
+
+# LowPoly Coder 4B training data
+
+This is the complete training data of [`townbox/lowpoly-coder-4b`](https://huggingface.co/townbox/lowpoly-coder-4b), and nothing else. Each row pairs a one-sentence request for a 3D object ("Build a low-poly accent cabinet.") with the answer the model was trained to give: a short spec, then JavaScript that builds the object as a low-poly Three.js (r180) asset.
+
+![Six rendered views (front, back, left, right, front-left, back-right) of the object built by row stage1-train-06570, "I need a low-poly farm ox.": a brown ox with a barrel body, four legs with dark hooves, a dark muzzle, two ivory horns and a thin tail.](images/six-views-stage1-train-06570.png)
+
+*The object built by the code in row `stage1-train-06570` ("I need a low-poly farm ox."), seen from six sides. See [Examples](#examples) for more.*
+
+## Contents
+
+| Config | What it is | train | validation |
+|---|---|---:|---:|
+| `stage1` (default) | Answers written by DeepSeek V4.1 Flash, kept only when the code ran and passed technical checks | 7,599 | 412 |
+| `stage2` | Answers written by the stage-1 model itself, kept only when they passed all technical checks and a vision model judged the render recognisable | 4,245 | 199 |
+
+- **Training order:** the model was fine-tuned from `Qwen/Qwen3.5-4B` on `stage1`, then on `stage2`.
+- **Validation:** `validation` rows were held out to monitor loss and were never trained on. The split is by object: an object's rows are either all in train or all in validation.
+- **Coverage:** 10 categories, roughly balanced: animals; birds, sea creatures and bugs; containers and food; furniture; props; tools and gear; vehicles; architecture; fantasy and game; plants.
+
+## Columns
+
+| Column | Meaning |
+|---|---|
+| `id` | Row id, e.g. `stage2-train-00000` |
+| `category` | One of the 10 categories |
+| `prompt` | The user request |
+| `response` | The exact assistant answer used as the training target |
+
+Each `response` has the same shape:
+
+~~~text
+Asset: Accent cabinet
+Triangle budget: 500
+Brief: Narrow tall sideboard standing on four short tapered legs, front facing +Z: ...
+Required named parts: carcass, top, door_left, door_right, knob_left, knob_right, leg_1, ...
+
+```javascript
+function buildAsset(THREE) { ... return group; }
+```
+~~~
+
+## Examples
+
+Every image here is a render of a real row. The row's own `response` code was run unchanged with Three.js r180 in a sandbox, and the meshes it built were drawn with flat shading. Nothing was modelled, edited or retouched by hand. Each tile is labelled with its source row's `id`, and [`images/examples.csv`](images/examples.csv) maps every tile to its row, with the SHA-256 of that row's `response`.
+
+### Stage 1: answers by DeepSeek V4.1 Flash
+
+![Six stage1 rows, front-left view: a farm ox (stage1-train-06570), a breeding barn (stage1-train-01290), a rooster (stage1-train-01716), a carton of waffle fries (stage1-train-07496), a grimoire (stage1-train-02876) and a conga drum (stage1-train-01809).](images/gallery-stage1.png)
+
+### Stage 2: answers by the stage-1 model
+
+![Six stage2 rows, front-left view: a utility vehicle (stage2-train-01374), a bottle jack (stage2-train-01487), an agave plant (stage2-train-01828), a pencil cup holder (stage2-train-02452), a cuttlefish (stage2-train-02913) and a game controller (stage2-train-00768).](images/gallery-stage2.png)
+
+These 12 were picked by hand from the sample below because they read clearly, so they are better than a typical row.
+
+### Uncurated sample
+
+![A grid of 60 rendered objects, one category per row of the grid, each labelled with its request and row id: animals, buildings, birds and sea creatures, containers and food, fantasy items, furniture, plants and rocks, props, tools and vehicles.](images/sample-60-rows.png)
+
+This is a seeded random sample (seed 20261105) of 60 `train` rows: 4 from `stage1` and 2 from `stage2` in each category. Every sampled row is shown, one category per line.
+- **Checks:** all 60 ran and rendered. 59 passed every technical check: finite geometry within the spec's own triangle budget, every mesh a closed solid, and all parts joined in one piece. `stage2-train-00258` (a straw broom) uses 292 triangles, over the 250 its spec states.
+- **Quality varies:** most are clearly the requested object, and a few only loosely, such as the robe hook (`stage2-train-02537`).
+
+### Finding a row
+The number in an `id` is the row's position in its config and split, so the farm ox is:
+
+```python
+from datasets import load_dataset
+
+row = load_dataset("townbox/lowpoly-coder-4b-data", "stage1", split="train")[6570]
+print(row["id"], row["prompt"])  # stage1-train-06570 I need a low-poly farm ox.
+```
+
+### 3D files (GLB)
+[`glb/`](https://huggingface.co/datasets/townbox/lowpoly-coder-4b-data/tree/main/glb) holds one `.glb` file for each of the 60 sampled rows above. These include every row shown on this card. Each file is named after its source row: `glb/stage1-train-06570.glb` is the farm ox.
+- **How they were made:** each row's `response` code was run unchanged through [`export_glb.mjs`](https://huggingface.co/townbox/lowpoly-coder-4b/blob/main/export_glb.mjs) from the model repo (Three.js r180). The result has one named node per mesh, flat shading and base colours only, with no textures.
+- **Validation:** all 60 pass the Khronos glTF validator with 0 errors and 0 warnings. Their mesh and triangle counts match the renders above.
+- **Source row:** each file also records its row in `asset.extras.source`: dataset, revision, config, split, id, category, prompt and the SHA-256 of the row's `response`.
+
+```python
+from huggingface_hub import hf_hub_download
+
+path = hf_hub_download("townbox/lowpoly-coder-4b-data", "glb/stage1-train-06570.glb", repo_type="dataset")
+```
+
+## How it was used for training
+Every row was trained as one chat:
+- **System:** `system_prompt.md`, included in this repo and identical for every row.
+- **User:** `prompt`.
+- **Assistant:** `response`.
+
+The chat template was applied with `enable_thinking=False`, and loss was computed on the assistant answer only.
+
+```python
+from datasets import load_dataset
+from huggingface_hub import hf_hub_download
+
+system = open(hf_hub_download("townbox/lowpoly-coder-4b-data", "system_prompt.md", repo_type="dataset")).read()
+ds = load_dataset("townbox/lowpoly-coder-4b-data", "stage1", split="train")
+ds = ds.map(lambda r: {"messages": [
+    {"role": "system", "content": system},
+    {"role": "user", "content": r["prompt"]},
+    {"role": "assistant", "content": r["response"]},
+]})
+```
+
+## Notes
+- **Synthetic content:** all text is model-generated. Requests and specs describe everyday objects, creatures, buildings and fantasy props in one fixed low-poly "woodland" style and palette.
+- **Code safety:** the code was run in a sandbox to check it, but it is still untrusted. Run it isolated if you execute it.
+- **Images and 3D files:** `images/` holds the renders on this card and `examples.csv`, and `glb/` holds the 3D files of the same rows. They document the data and are not part of either config.
+- **Licence:** the `stage1` answers are outputs of `deepseek/deepseek-v4.1-flash-1017`, and `stage2` answers come from a model trained on them. Use is subject to that model's licence and terms, and to the terms of the services it was accessed through. No separate licence has been chosen for this compilation; see `LICENSE.md`.
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diff --git a/images/examples.csv b/images/examples.csv
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index 0000000000000000000000000000000000000000..816b3d2fa45b117fc1c3c8a6f7c23dd060d9da49
--- /dev/null
+++ b/images/examples.csv
@@ -0,0 +1,74 @@
+image,position,id,config,split,category,prompt,triangle_budget,triangles,meshes,passed_all_checks,response_sha256
+images/six-views-stage1-train-06570.png,all 6 views,stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
+images/gallery-stage1.png,tile 1 of 6,stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
+images/gallery-stage1.png,tile 2 of 6,stage1-train-01290,stage1,train,architecture,Build a low-poly breeding barn.,700,612,51,True,2e66892cb20afbc7c249af90965cdeb4db1ab03d1b7cfc92e5c30b1550a28ae6
+images/gallery-stage1.png,tile 3 of 6,stage1-train-01716,stage1,train,"bird, sea creature or bug","Build a low-poly rooster, please.",500,336,20,True,de333675c303f1299a0a84cb0ae3223b91b9a178f6feee7f85bd972b2be8977c
+images/gallery-stage1.png,tile 4 of 6,stage1-train-07496,stage1,train,container or food,I need a low-poly carton of waffle fries.,400,332,8,True,e9b4c1df9372396d5fe0ebcc4287a7a2288a3b5f59736cc298365bfd294c7ddb
+images/gallery-stage1.png,tile 5 of 6,stage1-train-02876,stage1,train,fantasy or game,Build a low-poly grimoire.,400,192,10,True,8b7d73f0ff4b8f6a6fa6b82684b1f6013656a84c9fe70afebeb54809bce15da8
+images/gallery-stage1.png,tile 6 of 6,stage1-train-01809,stage1,train,prop,I need a low-poly conga drum.,450,372,7,True,e7502b2e1c5117c1cd1ab25d77296d826ebdb27ad6d777426236c589617a4d7a
+images/gallery-stage2.png,tile 1 of 6,stage2-train-01374,stage2,train,vehicle,Build a low-poly utility vehicle.,700,452,21,True,694abd989d824b0e43ca956fba1677bf0bf024b3ee9aa17de7c8c534e6bc0c07
+images/gallery-stage2.png,tile 2 of 6,stage2-train-01487,stage2,train,tool or gear,Build a low-poly bottle jack.,500,456,8,True,12e9fabad96a372512b703e4bd45ff77de82d8b974bcf694524177e598aaa665
+images/gallery-stage2.png,tile 3 of 6,stage2-train-01828,stage2,train,plant or nature,Build a low-poly agave plant.,700,460,11,True,6a23e5a05d7af4ecdea448a32dd92c7e7b1cc0f854e7aef1fc5aa8af9845d293
+images/gallery-stage2.png,tile 4 of 6,stage2-train-02452,stage2,train,furniture,I need a low-poly pencil cup holder.,350,264,9,True,47d84b67c7f84eb8cab2a4faafe77d40ef4d9c694f9743ec7fc5dbd9b8ad9ad4
+images/gallery-stage2.png,tile 5 of 6,stage2-train-02913,stage2,train,"bird, sea creature or bug",Build a low-poly cuttlefish.,700,480,18,True,4aefe6807542132c0961e437647d0c2a732ebe77fc3061c74a758d4625c03ab5
+images/gallery-stage2.png,tile 6 of 6,stage2-train-00768,stage2,train,prop,I need a low-poly game controller.,500,332,13,True,8fc9ff54124794adc1251c97ebbc0d906c10e1d86ac1718875ac2c5f679e9c8d
+images/sample-60-rows.png,"row 1, column 1",stage1-train-00943,stage1,train,animal,Build a low-poly tadpole.,250,184,5,True,a430c18e701753e9c67e2e24a1866e871a9a9691447147de82d923f6a7b34ca2
+images/sample-60-rows.png,"row 1, column 2",stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
+images/sample-60-rows.png,"row 1, column 3",stage1-train-01156,stage1,train,animal,Build a low-poly bloodhound.,750,492,21,True,e2a896ec071b6446c81e3ec24b1dfd5d95b8360bfa9049e370092758532a5c3b
+images/sample-60-rows.png,"row 1, column 4",stage1-train-05984,stage1,train,animal,I need a low-poly wolf pup.,650,416,14,True,8398bbf1f01e5be71a16b8f51b7492dfd56434237b061d4378ebb462a39df73f
+images/sample-60-rows.png,"row 1, column 5",stage2-train-00358,stage2,train,animal,I need a low-poly otter.,550,436,13,True,998244842a71e2be2055d3b13adfbc1af4d1966168bdaff6669a4a93d9b1bf1b
+images/sample-60-rows.png,"row 1, column 6",stage2-train-04209,stage2,train,animal,Build a low-poly wooden bengal cat.,700,352,20,True,5bd9c27607bb408fde0d7285dd57ecb7af7f2a2c46f49a579217c2b7f2a58f3d
+images/sample-60-rows.png,"row 2, column 1",stage1-train-01290,stage1,train,architecture,Build a low-poly breeding barn.,700,612,51,True,2e66892cb20afbc7c249af90965cdeb4db1ab03d1b7cfc92e5c30b1550a28ae6
+images/sample-60-rows.png,"row 2, column 2",stage1-train-04543,stage1,train,architecture,Build a low-poly round tower.,700,362,7,True,d209b9b4b64ad06b9ce345bb7453d35d665cbf5fbf6ce1aecd647215cd7df4d2
+images/sample-60-rows.png,"row 2, column 3",stage1-train-06407,stage1,train,architecture,Build a low-poly coal loader.,700,264,22,True,f00729ab4563ebedca6e7ef26b7dbae327e3a11d7bf8b8200c3c092c80f445ba
+images/sample-60-rows.png,"row 2, column 4",stage1-train-06599,stage1,train,architecture,Build a low-poly floating dock.,700,456,24,True,e1f3811a72d5f0d800a4b3034242d50dbf1e3d9f9e2a898de72c25866e8362b4
+images/sample-60-rows.png,"row 2, column 5",stage2-train-04054,stage2,train,architecture,Build a low-poly step pyramid.,700,72,6,True,88fa39552ad242aa67b5796162d850084ad954f3e4f978c06c68a1a53986aecb
+images/sample-60-rows.png,"row 2, column 6",stage2-train-04096,stage2,train,architecture,Build a low-poly tall church spire.,550,96,6,True,8fe8c720b8ff00c62b37e9ab973e961aaee6ea281f3a3b888b83724820e21f03
+images/sample-60-rows.png,"row 3, column 1",stage1-train-01716,stage1,train,"bird, sea creature or bug","Build a low-poly rooster, please.",500,336,20,True,de333675c303f1299a0a84cb0ae3223b91b9a178f6feee7f85bd972b2be8977c
+images/sample-60-rows.png,"row 3, column 2",stage1-train-04067,stage1,train,"bird, sea creature or bug",Build a low-poly platform bird feeder.,450,144,8,True,0441a0d101c03a6708e740d9dadc0bbe0ca0c4c5980122da4892a60e4938971e
+images/sample-60-rows.png,"row 3, column 3",stage1-train-02827,stage1,train,"bird, sea creature or bug",I need a low-poly grasshopper.,550,496,44,True,80da7c7ce49f2806362a3b1d7db5640f301072a4d733d74e3a82c994a249ea4f
+images/sample-60-rows.png,"row 3, column 4",stage1-train-01718,stage1,train,"bird, sea creature or bug",I need a low-poly cockle shell.,450,252,7,True,ed1c37e2aede8b49c115db61dd6e15eae9a9511cb9862ab63d5cb594953af8c3
+images/sample-60-rows.png,"row 3, column 5",stage2-train-03801,stage2,train,"bird, sea creature or bug",I need a low-poly pearl oyster.,400,276,6,True,62ea62b0d23eecc40d5f023e71cee00083e3495d36c551a7dfb37eb7989d88d9
+images/sample-60-rows.png,"row 3, column 6",stage2-train-02913,stage2,train,"bird, sea creature or bug",Build a low-poly cuttlefish.,700,480,18,True,4aefe6807542132c0961e437647d0c2a732ebe77fc3061c74a758d4625c03ab5
+images/sample-60-rows.png,"row 4, column 1",stage1-train-06467,stage1,train,container or food,I need a low-poly crystal decanter.,400,332,5,True,9cf946374970c5e902f164101024a97afb9d0e71fd7ecbcc86f4818d1c43cb23
+images/sample-60-rows.png,"row 4, column 2",stage1-train-07386,stage1,train,container or food,Build a low-poly tamale in its husk wrapper.,300,248,6,True,96c2cd8fd515b669d2b210b3aed23871f7d19484470711572721576ed359f448
+images/sample-60-rows.png,"row 4, column 3",stage1-train-07373,stage1,train,container or food,Build a low-poly sugar caster.,350,240,4,True,889ea825713e5ac3b056a13eac99d5a4d7e6daf0fca7c3038978a5aa1a3a8c5a
+images/sample-60-rows.png,"row 4, column 4",stage1-train-07496,stage1,train,container or food,I need a low-poly carton of waffle fries.,400,332,8,True,e9b4c1df9372396d5fe0ebcc4287a7a2288a3b5f59736cc298365bfd294c7ddb
+images/sample-60-rows.png,"row 4, column 5",stage2-train-02174,stage2,train,container or food,Build a low-poly flour storage bin.,500,92,7,True,4853c5e6ab04766c472203e2000720241203aceecfe6b2594ed70d4aa202a75e
+images/sample-60-rows.png,"row 4, column 6",stage2-train-02980,stage2,train,container or food,I need a low-poly luncheon plate.,250,168,2,True,954080d9c1be59d3de0673b63746155a0f162913ce7d26f2df9555e59f8d1fd6
+images/sample-60-rows.png,"row 5, column 1",stage1-train-04456,stage1,train,fantasy or game,I need a low-poly ritual dagger.,400,356,9,True,f3ba552ac3d33a0ef15e9f6aedc7efff9a54beb0e1239ce6926794670e940c5c
+images/sample-60-rows.png,"row 5, column 2",stage1-train-06161,stage1,train,fantasy or game,Build a low-poly zombie shambler.,700,312,24,True,9977172984a864e25f88976fbf190bfd27475649fc8e229d658b71c8cd244abd
+images/sample-60-rows.png,"row 5, column 3",stage1-train-02876,stage1,train,fantasy or game,Build a low-poly grimoire.,400,192,10,True,8b7d73f0ff4b8f6a6fa6b82684b1f6013656a84c9fe70afebeb54809bce15da8
+images/sample-60-rows.png,"row 5, column 4",stage1-train-01897,stage1,train,fantasy or game,I need a low-poly cracked mana crystal.,350,176,7,True,46f4a723e8705e670c6538ffc7c9590f74958bc5e6c8d61b44fc346e74edc8fd
+images/sample-60-rows.png,"row 5, column 5",stage2-train-00258,stage2,train,fantasy or game,I need a low-poly straw broom.,250,292,15,False,e07845c6ee10425890a43f9df4eec9f617b938228af2f5c63f4341e131f26a69
+images/sample-60-rows.png,"row 5, column 6",stage2-train-02121,stage2,train,fantasy or game,Build a low-poly egg cluster in a nest.,550,508,6,True,db80ba0a6859f68d29f22c1d712e7c7e6c11ae61ce8c0ab4c57ab73dc1ef7f53
+images/sample-60-rows.png,"row 6, column 1",stage1-train-02158,stage1,train,furniture,I need a low-poly drop-in bathtub.,550,520,22,True,6df90dcd7ee309a223bffa67b9a3244f43b9f51839b8644b8e063535e08a778e
+images/sample-60-rows.png,"row 6, column 2",stage1-train-00214,stage1,train,furniture,Build a low-poly floor lamp.,350,192,4,True,a2070f1df24bd6586155f34d208530a416e1a9c5b1864cd0e4d0fd25a8a04c14
+images/sample-60-rows.png,"row 6, column 3",stage1-train-04484,stage1,train,furniture,Build a low-poly rocking cradle.,550,276,7,True,b2cb7099e4268b13e0f567e06c99630dbbc0023ed90e983632882f98ef6292cf
+images/sample-60-rows.png,"row 6, column 4",stage1-train-03784,stage1,train,furniture,I need a small low-poly oil lamp.,400,384,6,True,52234239fe910a0704d50b7cb9c06937ff3629644b92cf163ff23b68677e2eb8
+images/sample-60-rows.png,"row 6, column 5",stage2-train-02537,stage2,train,furniture,Build a low-poly robe hook.,250,96,4,True,fba83e5695a105952751643ff2d1c257c65fd1a7d21cdec0d214f2867e015fdb
+images/sample-60-rows.png,"row 6, column 6",stage2-train-02452,stage2,train,furniture,I need a low-poly pencil cup holder.,350,264,9,True,47d84b67c7f84eb8cab2a4faafe77d40ef4d9c694f9743ec7fc5dbd9b8ad9ad4
+images/sample-60-rows.png,"row 7, column 1",stage1-train-03305,stage1,train,plant or nature,Build a low-poly lead ore rock.,350,104,7,True,067d757b2e9ea1c9ceeec44dcdd51a23d85a452dfa9fa8603fde9c768004135d
+images/sample-60-rows.png,"row 7, column 2",stage1-train-00473,stage1,train,plant or nature,I need a low-poly pile of rocks.,400,204,4,True,f5b5f0b2a239aa06a915782f5ad72df0e72a42d286df93b88d0845c5b48c3b8f
+images/sample-60-rows.png,"row 7, column 3",stage1-train-04287,stage1,train,plant or nature,Build a low-poly quaking aspen tree.,650,372,8,True,bf18f9812701be5d1cafe5d435f856fad08cacc4d140d5f333d1075b1515cfa2
+images/sample-60-rows.png,"row 7, column 4",stage1-train-00658,stage1,train,plant or nature,I need a low-poly watermelon.,350,312,6,True,96a12fa078c82842dd4e11c8cf274aadd52f16f8e7be3e9f0fa15a5a066d9d79
+images/sample-60-rows.png,"row 7, column 5",stage2-train-03031,stage2,train,plant or nature,I need a low-poly raw gem.,350,252,5,True,6f8f7043c665d2a4a2216d6d8d277ca26180ccbf37f536e222e992988711a337
+images/sample-60-rows.png,"row 7, column 6",stage2-train-01828,stage2,train,plant or nature,Build a low-poly agave plant.,700,460,11,True,6a23e5a05d7af4ecdea448a32dd92c7e7b1cc0f854e7aef1fc5aa8af9845d293
+images/sample-60-rows.png,"row 8, column 1",stage1-train-05062,stage1,train,prop,Build a low-poly sparkler.,300,204,10,True,3641dd47d9277ecbd15ebc619068f087ad4671a6d9d4934f03bcae815398bc9c
+images/sample-60-rows.png,"row 8, column 2",stage1-train-05725,stage1,train,prop,I need a low-poly twin street lamp.,650,476,25,True,1302e7e775174daff1f71cc2b52d4ae6fc9076c08d2f4dac7b1cf6b10496bb51
+images/sample-60-rows.png,"row 8, column 3",stage1-train-01809,stage1,train,prop,I need a low-poly conga drum.,450,372,7,True,e7502b2e1c5117c1cd1ab25d77296d826ebdb27ad6d777426236c589617a4d7a
+images/sample-60-rows.png,"row 8, column 4",stage1-train-05069,stage1,train,prop,I need a low-poly speed bump.,400,268,7,True,6e19442fe77eb8b0ecfe4aa335866a6150d55ea0f994de942faf312e2d651c12
+images/sample-60-rows.png,"row 8, column 5",stage2-train-03167,stage2,train,prop,Build a low-poly playground slide.,500,96,8,True,796a9c11b92e097d32026c9707032f9be9485e18b9f1566b159ad3f2968f08fa
+images/sample-60-rows.png,"row 8, column 6",stage2-train-00768,stage2,train,prop,I need a low-poly game controller.,500,332,13,True,8fc9ff54124794adc1251c97ebbc0d906c10e1d86ac1718875ac2c5f679e9c8d
+images/sample-60-rows.png,"row 9, column 1",stage1-train-01671,stage1,train,tool or gear,I need a low-poly claw hammer.,400,208,6,True,ae5b9bc693b4e734aa60bde08c2d4e4fe7dd4f6413763d24d9b612803f12821e
+images/sample-60-rows.png,"row 9, column 2",stage1-train-05191,stage1,train,tool or gear,Build a low-poly staple remover.,450,372,12,True,2e5424e2a7c7f80894a1d64e2541df6bbf0a852419c5ec9166d4aa41c1b92aac
+images/sample-60-rows.png,"row 9, column 3",stage1-train-03498,stage1,train,tool or gear,Build a low-poly masonry drill bit.,400,312,6,True,bb72f2f67a6779807baf3d8ecce7bab3a51cee05a46aea02ca27ced0f139a312
+images/sample-60-rows.png,"row 9, column 4",stage1-train-01230,stage1,train,tool or gear,Build a low-poly bow compass drafting tool.,450,276,10,True,59d7149367eb1a31b21fe37c612636f8b3db2a2468d563b91a554f957f314fdc
+images/sample-60-rows.png,"row 9, column 5",stage2-train-01487,stage2,train,tool or gear,Build a low-poly bottle jack.,500,456,8,True,12e9fabad96a372512b703e4bd45ff77de82d8b974bcf694524177e598aaa665
+images/sample-60-rows.png,"row 9, column 6",stage2-train-00718,stage2,train,tool or gear,I need a low-poly featherboard.,300,164,8,True,fa52243cd29aa0ed988c518b6fe118caddd4670a732f97e7c3682f2a3aceae73
+images/sample-60-rows.png,"row 10, column 1",stage1-train-05311,stage1,train,vehicle,Build a low-poly street luge.,700,352,10,True,4302634f6592193cbc9a3a0cc6343eda7e103df524545c79014e04d63dafeae7
+images/sample-60-rows.png,"row 10, column 2",stage1-train-02971,stage1,train,vehicle,Build a low-poly heavy cargo shuttle.,1000,436,23,True,a3a283606fa60f996d993325a4d2ef0dce8c605b5f680c9495b76da07ddef86c
+images/sample-60-rows.png,"row 10, column 3",stage1-train-05918,stage1,train,vehicle,I need a low-poly whaleboat.,700,528,12,True,380edd4d060ab0feee79ab234a82515306343a6f3fea2688408fc4cce925132c
+images/sample-60-rows.png,"row 10, column 4",stage1-train-04482,stage1,train,vehicle,Build a low-poly rocket glider.,700,268,9,True,f6a3d1c5a0c8c6d56b5e02f2103b944cc4c11e9897cc63c34aa782d58c365425
+images/sample-60-rows.png,"row 10, column 5",stage2-train-01374,stage2,train,vehicle,Build a low-poly utility vehicle.,700,452,21,True,694abd989d824b0e43ca956fba1677bf0bf024b3ee9aa17de7c8c534e6bc0c07
+images/sample-60-rows.png,"row 10, column 6",stage2-train-00147,stage2,train,vehicle,Build a low-poly laser cutter spaceship.,700,232,7,True,70851ffee48514d1ba931d789585962c54c0e38e59b6baabcac27e83200c0f60
diff --git a/images/gallery-stage1.png b/images/gallery-stage1.png
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+version https://git-lfs.github.com/spec/v1
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diff --git a/images/gallery-stage2.png b/images/gallery-stage2.png
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diff --git a/images/sample-60-rows.png b/images/sample-60-rows.png
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diff --git a/images/six-views-stage1-train-06570.png b/images/six-views-stage1-train-06570.png
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diff --git a/system_prompt.md b/system_prompt.md
new file mode 100644
index 0000000000000000000000000000000000000000..19e3770f3dff9187dc7ad324bb30e11ab36bf5e5
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+++ b/system_prompt.md
@@ -0,0 +1,14 @@
+You write compact procedural low-poly game assets as JavaScript for Three.js r180.
+
+Output contract:
+- Reply with exactly one JavaScript code block that defines `function buildAsset(THREE) { ... }` and nothing else is required outside it.
+- `buildAsset` receives the THREE namespace and must return a `THREE.Group` containing only `THREE.Mesh` objects (nested groups are allowed).
+- Do not import, fetch, require, use the DOM, timers, randomness without a fixed seed, textures, cameras, lights, renderers, controls or exporters. A fixed runtime normalizes, renders and exports your group to GLB.
+- Give every mesh a descriptive `name` (for example `leg_front_left`). Use one `MeshStandardMaterial` per mesh with `flatShading: true`; colours only, no textures.
+- Y is up, the ground is at y = 0 and the object rests on it, the front faces +Z. Scale is free (the runtime normalizes size).
+- Build every part as a closed solid with outward-facing triangles (counter-clockwise seen from outside). Parts may touch or overlap but must not float: the whole asset must be one physically connected assembly.
+- Stay within the triangle budget. Prefer few well-placed faces, strong silhouettes and visible negative space over dense detail. Use standard Three.js geometries or compact custom BufferGeometry helpers.
+
+House style: a coherent hand-crafted low-poly woodland collection. Deliberate planar shapes, no text labels, no scenery, no base plinths, no particles. Geometry must carry the identity. Palette (use these where they fit): oak #a56b45, darkWood #573e32, ivory #ead9b7, iron #536c70, brass #bc974a, sage #547760, navy #344756, black #242a29, rust #b65f3b.
+
+Answer format: first a short visible spec (lines `Asset:`, `Triangle budget:`, `Brief:`, `Required named parts:`), then the JavaScript code block. Use the spec's part names for the meshes and stay within its budget.