Publish source-backed technical report and organized model catalog

Add PDF and Markdown report, BibTeX citation, pinned source manifest and navigation. Preserve existing model-card content and all model artifacts.

README.md

@@ -13,6 +13,13 @@ tags:
 - mesh-proxy-supervision
 - research-prototype
 ---
+
+<!-- model-research-publication -->
+**Technical report:** [Read paper](docs/paper.md) · [PDF](docs/paper.pdf) · [BibTeX](docs/citation.bib) · [All models](docs/MODEL_INDEX.md)
+
+**Collection:** [3D models](https://huggingface.co/collections/Lucasgitguy-co/3d-models-6aec32e4523500e7a7a8cabd)
+<!-- /model-research-publication -->
+
 # Forma3D Tiny 2
 
 A 306,321-parameter image-to-Gaussian research model continued from

docs/MODEL_INDEX.md

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+# Lucasgitguy-co model and paper catalog
+
+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 The reports summarize recorded evidence; they are not peer-reviewed papers or independent reruns.
+
+[All models collection](https://huggingface.co/collections/Lucasgitguy-co/all-models-and-technical-reports-6aef2dcc3692a6fca0e1516c)
+
+[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)
+
+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.
+
+## 3D models
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/3d-models-6aec32e4523500e7a7a8cabd)
+
+| 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) |
+
+## Image generation
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/image-generation-6aef2dcb213e6e1883b4c095)
+
+| 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) |
+
+## LFM vision-language
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/lfm-vision-language-6aef2dcb0a92787c93414433)
+
+| Model | Evidence | Paper | Download |
+| --- | --- | --- | --- |
+| [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) |
+
+## Mermaid models
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/mermaid-models-6aec32e19fcffdc51361686e)
+
+| 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) |
+
+## MiniMind vision adapters
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/minimind-vision-adapters-6aef2dcb8bf3704267516142)
+
+| Model | Evidence | Paper | Download |
+| --- | --- | --- | --- |
+| [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) |
+
+## OCR and document extraction
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/ocr-and-document-extraction-6aef2dccec54b8ce4d273468)
+
+| Model | Evidence | Paper | Download |
+| --- | --- | --- | --- |
+| [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) |
+
+## Speech recognition
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/speech-recognition-6aef2dcbe0ea208136b0ddc9)
+
+| Model | Evidence | Paper | Download |
+| --- | --- | --- | --- |
+| [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) |
+
+## Spot Snake models
+
+[Browse collection](https://huggingface.co/collections/Lucasgitguy-co/spot-snake-models-6aec255c05f37ecf15f1fe33)
+
+| Model | Evidence | Paper | Download |
+| --- | --- | --- | --- |
+| [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) |
+

docs/citation.bib

@@ -0,0 +1,9 @@
+@techreport{lvw2026forma3dtiny2,
+  author = {Lucas van de weerd},
+  title = {Forma3D Tiny 2: continuation on mesh-derived Gaussian proxies},
+  year = {2026},
+  institution = {Lucasgitguy-co},
+  type = {Technical report},
+  url = {https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/main/docs/paper.md},
+  note = {Version 1.0; 7 November 2026. Not peer reviewed.}
+}

docs/paper.md

@@ -0,0 +1,50 @@
+# Forma3D Tiny 2: continuation on mesh-derived Gaussian proxies
+
+Lucas van de weerd | Lucasgitguy-co | 7 November 2026 | Version 1.0
+
+Repository: [Lucasgitguy-co/forma3d-tiny-2](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2)
+
+Reviewed revision: 1648582b07a0f7f9d482a8c0f4cf89e6ecd86972
+
+## Abstract
+
+This report documents Forma3D Tiny 2, a 306,321-parameter image-to-Gaussian model. Published paired evaluation records show lower proxy reconstruction loss and higher occupancy IoU than its starting checkpoint on the same held-out distribution. The conclusion is limited to the recorded proxy task.
+
+## 1. Scope and related work
+
+This technical report reconstructs the release from pinned repository artifacts and the publisher's earlier portfolio report. It is an AI-assisted documentation synthesis, not an independent rerun or a peer-reviewed publication. Reported measurements belong to the original release records. [1, 2, 3, 4]
+
+The earlier portfolio report provides the organizing distinction between training, model modification, conversion and packaging. This report applies that distinction to one release and uses current records where later experiments supersede the historical overview.
+
+## 2. Model and method
+
+The model retains width 64 and a 16 cubed grid, with up to 4,096 Gaussian slots. It continues from Forma3D Tiny with a fresh optimizer. Mesh surface samples form Gaussian targets; images are orthographic renders of these proxies on black. No pretrained 3D teacher or natural-photo training is established. New Scenario/Objaverse proxy objects, excluding identifiers, known source groups and exact hashes of the 96 known v1 assets. The test split has 36 groups and 156 views. The run completed 8,000 steps and selected step 7,800. Checkpoint selection uses validation, with test excluded. [1, 2, 3, 4]
+
+## 3. Evidence and results
+
+Both columns are measurements from evaluation.json on the same test set for this release. Loss is a composite cached-target regression objective; occupancy IoU is averaged per view at threshold 0.5. Results from different Forma3D releases use different test distributions and should not be ranked as if they were one common benchmark. [1, 2, 3, 4]
+
+| Test metric | Starting checkpoint | Selected checkpoint |
+| --- | --- | --- |
+| Mean proxy loss | 0.616513 | 0.570490 |
+| Mean occupancy IoU | 0.286327 | 0.327870 |
+
+## 4. Limitations and intended use
+
+Near duplicates can survive exact matching and grouping. The measurements do not establish natural-photo reconstruction, novel-view photorealism, texture fidelity or mesh topology. There are no reported confidence intervals or component ablations. Use centered object images on black and retain dataset attributions. Publisher code/weights are offered under Apache-2.0; source assets retain their own terms.
+
+## 5. Reproducibility and conclusion
+
+The source snapshot above fixes what was reviewed. The linked source files and source-manifest.json record the evidence used, including file hashes. Consult the repository's usage instructions and recorded dependencies for execution. No new model training, inference benchmark, or claimed state-of-the-art result was introduced in preparing this report. Evidence status: recorded held-out proxy evaluation.
+
+## References
+
+[1] Lucasgitguy-co. [README.md at reviewed revision](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/1648582b07a0f7f9d482a8c0f4cf89e6ecd86972/README.md).
+
+[2] Lucasgitguy-co. [evaluation.json at reviewed revision](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/1648582b07a0f7f9d482a8c0f4cf89e6ecd86972/evaluation.json).
+
+[3] Lucasgitguy-co. [training.json at reviewed revision](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/1648582b07a0f7f9d482a8c0f4cf89e6ecd86972/training.json).
+
+[4] Lucasgitguy-co. [config.json at reviewed revision](https://huggingface.co/Lucasgitguy-co/forma3d-tiny-2/blob/1648582b07a0f7f9d482a8c0f4cf89e6ecd86972/config.json).
+
+[5] Lucasgitguy-co. [Local Model Adaptation Across Vision Diagrams Geometry and Game Decisions](https://huggingface.co/Lucasgitguy-co/image3d-student/blob/main/docs/references/model-evolution-paper.md). Historical portfolio report, 5 November 2026; its proposed v2 experiment is superseded by later release records.

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docs/source-manifest.json

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+  "reviewed_revision": "1648582b07a0f7f9d482a8c0f4cf89e6ecd86972",
+  "review_date": "2026-11-07",
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