| # Lucasgitguy-co model and paper catalog |
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| Updated 7 November 2026. This catalog covers 23 model repositories and distinguishes model families, deployment formats and evidence levels. The reports summarize recorded evidence; they are not peer-reviewed papers or independent reruns. |
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| [All models collection](https://huggingface.co/collections/Lucasgitguy-co/all-models-and-technical-reports-6aef2dcc3692a6fca0e1516c) |
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| [Historical portfolio overview (5 November)](https://huggingface.co/Lucasgitguy-co/image3d-student/blob/main/docs/references/model-evolution-paper.md) | [Overview PDF](https://huggingface.co/Lucasgitguy-co/image3d-student/resolve/main/docs/references/model-evolution-paper.pdf) |
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| The overview covered 18 models and described Forma3D Tiny 2 as proposed. The current individual reports supersede that historical status and cover the five later releases as well. |
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| ## 3D models |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/3d-models-6aec32e4523500e7a7a8cabd) |
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| | Model | Evidence | Paper | Download | |
| | --- | --- | --- | --- | |
| | [forma3d-tiny](https://huggingface.co/Lucasgitguy-co/forma3d-tiny) | Recorded held-out proxy evaluation | [Read](https://huggingface.co/Lucasgitguy-co/forma3d-tiny/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/forma3d-tiny/resolve/main/docs/paper.pdf) | |
| | [forma3d-tiny-2](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2) | Recorded held-out proxy evaluation | [Read](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/resolve/main/docs/paper.pdf) | |
| | [forma3d-tiny-3](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-3) | Recorded held-out proxy evaluation | [Read](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-3/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-3/resolve/main/docs/paper.pdf) | |
| | [image3d-student](https://huggingface.co/Lucasgitguy-co/image3d-student) | Synthetic prototype verification | [Read](https://huggingface.co/Lucasgitguy-co/image3d-student/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/image3d-student/resolve/main/docs/paper.pdf) | |
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| ## Image generation |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/image-generation-6aef2dcb213e6e1883b4c095) |
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| | Model | Evidence | Paper | Download | |
| | --- | --- | --- | --- | |
| | [Lucas-Image-2.1-Turbo-Q2K-SakuraEncoder](https://huggingface.co/Lucasgitguy-co/Lucas-Image-2.1-Turbo-Q2K-SakuraEncoder) | Recorded smoke test | [Read](https://huggingface.co/Lucasgitguy-co/Lucas-Image-2.1-Turbo-Q2K-SakuraEncoder/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/Lucas-Image-2.1-Turbo-Q2K-SakuraEncoder/resolve/main/docs/paper.pdf) | |
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| ## LFM vision-language |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/lfm-vision-language-6aef2dcb0a92787c93414433) |
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| | Model | Evidence | Paper | Download | |
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| | [lfm3-vl-2b-heretic](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic/resolve/main/docs/paper.pdf) | |
| | [lfm3-vl-2b-heretic-gguf](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-gguf) | Recorded smoke test | [Read](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-gguf/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-gguf/resolve/main/docs/paper.pdf) | |
| | [lfm3-vl-2b-heretic-mlx-4bit](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-mlx-4bit) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-mlx-4bit/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/lfm3-vl-2b-heretic-mlx-4bit/resolve/main/docs/paper.pdf) | |
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| ## Mermaid models |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/mermaid-models-6aec32e19fcffdc51361686e) |
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| | Model | Evidence | Paper | Download | |
| | --- | --- | --- | --- | |
| | [minicpm-mermaid-gguf](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-gguf) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-gguf/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-gguf/resolve/main/docs/paper.pdf) | |
| | [minicpm-mermaid-heretic](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic/resolve/main/docs/paper.pdf) | |
| | [minicpm-mermaid-heretic-gguf](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-gguf) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-gguf/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-gguf/resolve/main/docs/paper.pdf) | |
| | [minicpm-mermaid-heretic-trial65](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65/resolve/main/docs/paper.pdf) | |
| | [minicpm-mermaid-heretic-trial65-gguf](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65-gguf) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65-gguf/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-mermaid-heretic-trial65-gguf/resolve/main/docs/paper.pdf) | |
| | [minicpm-v-4-7-1b-mermaid-adapter](https://huggingface.co/Lucasgitguy-co/minicpm-v-4-7-1b-mermaid-adapter) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minicpm-v-4-7-1b-mermaid-adapter/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minicpm-v-4-7-1b-mermaid-adapter/resolve/main/docs/paper.pdf) | |
| | [minimind-mermaid-run2](https://huggingface.co/Lucasgitguy-co/minimind-mermaid-run2) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minimind-mermaid-run2/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minimind-mermaid-run2/resolve/main/docs/paper.pdf) | |
| | [Qwen3.5-2B-Mermaid-MLX-LoRA](https://huggingface.co/Lucasgitguy-co/Qwen3.5-2B-Mermaid-MLX-LoRA) | Recorded validation evaluation | [Read](https://huggingface.co/Lucasgitguy-co/Qwen3.5-2B-Mermaid-MLX-LoRA/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/Qwen3.5-2B-Mermaid-MLX-LoRA/resolve/main/docs/paper.pdf) | |
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| ## MiniMind vision adapters |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/minimind-vision-adapters-6aef2dcb8bf3704267516142) |
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| | Model | Evidence | Paper | Download | |
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| | [minimind-3v-moe-adapter](https://huggingface.co/Lucasgitguy-co/minimind-3v-moe-adapter) | Artifact documentation | [Read](https://huggingface.co/Lucasgitguy-co/minimind-3v-moe-adapter/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/minimind-3v-moe-adapter/resolve/main/docs/paper.pdf) | |
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| ## OCR and document extraction |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/ocr-and-document-extraction-6aef2dccec54b8ce4d273468) |
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| | Model | Evidence | Paper | Download | |
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| | [Xiaomi-OCR-0-CORD-MLX-LoRA](https://huggingface.co/Lucasgitguy-co/Xiaomi-OCR-0-CORD-MLX-LoRA) | Recorded held-out receipt evaluation | [Read](https://huggingface.co/Lucasgitguy-co/Xiaomi-OCR-0-CORD-MLX-LoRA/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/Xiaomi-OCR-0-CORD-MLX-LoRA/resolve/main/docs/paper.pdf) | |
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| ## Speech recognition |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/speech-recognition-6aef2dcbe0ea208136b0ddc9) |
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| | Model | Evidence | Paper | Download | |
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| | [Fleet-1](https://huggingface.co/Lucasgitguy-co/Fleet-1) | Recorded held-out ASR evaluation | [Read](https://huggingface.co/Lucasgitguy-co/Fleet-1/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/Fleet-1/resolve/main/docs/paper.pdf) | |
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| ## Spot Snake models |
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| [Browse collection](https://huggingface.co/collections/Lucasgitguy-co/spot-snake-models-6aec255c05f37ecf15f1fe33) |
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| | Model | Evidence | Paper | Download | |
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| | [spot-snake-d1-2B-v0.1](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-2B-v0.1) | Recorded held-out teacher agreement | [Read](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-2B-v0.1/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-2B-v0.1/resolve/main/docs/paper.pdf) | |
| | [spot-snake-d1-3B-v0.1](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-3B-v0.1) | Recorded held-out teacher agreement | [Read](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-3B-v0.1/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/spot-snake-d1-3B-v0.1/resolve/main/docs/paper.pdf) | |
| | [spot-snake-laya-multilingual-v0.1](https://huggingface.co/Lucasgitguy-co/spot-snake-laya-multilingual-v0.1) | Recorded held-out teacher agreement | [Read](https://huggingface.co/Lucasgitguy-co/spot-snake-laya-multilingual-v0.1/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/spot-snake-laya-multilingual-v0.1/resolve/main/docs/paper.pdf) | |
| | [spot-snake-minimind-jev-v0.1](https://huggingface.co/Lucasgitguy-co/spot-snake-minimind-jev-v0.1) | Recorded held-out teacher agreement | [Read](https://huggingface.co/Lucasgitguy-co/spot-snake-minimind-jev-v0.1/blob/main/docs/paper.md) | [PDF](https://huggingface.co/Lucasgitguy-co/spot-snake-minimind-jev-v0.1/resolve/main/docs/paper.pdf) | |
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