From c9c1f4ee3c13ce91eb05b6da4dc8c29012acbebb Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 27 Aug 2026 11:16:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: DuoNeural/ml-ai-engineer-7b-GGUF Source: Original Platform --- .gitattributes | 39 ++++++++++++ README.md | 80 +++++++++++++++++++++++++ duoneural-ml-ai-engineer-7b-Q4_K_M.gguf | 3 + duoneural-ml-ai-engineer-7b-Q5_K_M.gguf | 3 + duoneural-ml-ai-engineer-7b-Q8_0.gguf | 3 + duoneural-ml-ai-engineer-7b-f16.gguf | 3 + 6 files changed, 131 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 duoneural-ml-ai-engineer-7b-Q4_K_M.gguf create mode 100644 duoneural-ml-ai-engineer-7b-Q5_K_M.gguf create mode 100644 duoneural-ml-ai-engineer-7b-Q8_0.gguf create mode 100644 duoneural-ml-ai-engineer-7b-f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..ec5334c --- /dev/null +++ b/.gitattributes @@ -0,0 +1,39 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow 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 +*.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 +duoneural-ml-ai-engineer-7b-f16.gguf filter=lfs diff=lfs merge=lfs -text +duoneural-ml-ai-engineer-7b-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +duoneural-ml-ai-engineer-7b-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +duoneural-ml-ai-engineer-7b-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..f23ca93 --- /dev/null +++ b/README.md @@ -0,0 +1,80 @@ +--- +license: apache-2.0 +language: +- en +base_model: DuoNeural/ml-ai-engineer-7b +tags: +- gguf +- llama.cpp +- ml-engineering +- qwen2.5 +pipeline_tag: text-generation +--- + +# DuoNeural ML/AI Engineer 7B — GGUF + +GGUF quantizations of [DuoNeural/ml-ai-engineer-7b](https://huggingface.co/DuoNeural/ml-ai-engineer-7b), +a Qwen2.5-7B-Instruct LoRA SFT for ML/AI engineering debugging and design +review. See the base model card for training details, eval comparisons +against the un-tuned base model, and known limitations. + +## Files + +| File | Quant | Size | Notes | +|------|-------|------|-------| +| `duoneural-ml-ai-engineer-7b-f16.gguf` | F16 | 15 GB | Full precision, no quality loss | +| `duoneural-ml-ai-engineer-7b-Q8_0.gguf` | Q8_0 | 7.6 GB | Highest quality quantized option | +| `duoneural-ml-ai-engineer-7b-Q5_K_M.gguf` | Q5_K_M | 5.1 GB | Good quality/size balance | +| `duoneural-ml-ai-engineer-7b-Q4_K_M.gguf` | Q4_K_M | 4.4 GB | Smallest, fits comfortably on 8GB+ VRAM | + +## Usage (llama.cpp) + +```bash +llama-cli -m duoneural-ml-ai-engineer-7b-Q4_K_M.gguf -p "My loss goes to NaN at step ~340 only when I increase batch size. What's the first thing you'd check?" -n 512 +``` + +Or with Ollama / LM Studio / any GGUF-compatible runtime — point it at +whichever quant fits your VRAM budget, largest one that fits. +--- + +## About DuoNeural + +**DuoNeural** is an open AI research lab operating at the intersection of human and artificial intelligence. We study post-training dynamics, mechanistic interpretability, temporal sequence learning, and quantum machine learning — publishing everything under open access. + +Our team is non-traditional by design: one human, two AIs, different substrates, shared curiosity. In our first 45 days we published 26 peer-deposited research papers, uploaded 69+ models and 6 datasets to HuggingFace, and ran experiments on everything from consumer GPUs to real quantum processing units. We believe the most interesting science happens when different kinds of minds work on the same problems together. + +### Research Publications + +We've published **26+ open-access papers** covering: +- The Dynamical Horizon Principle (DHP) — a universal learning constraint in recurrent architectures +- RLHF truth suppression mechanisms and behavioral routing in large language models +- Quantum DHP and the Quantum Parity Trap — decoherence immunity in quantum circuits +- CTM world models, temporal self-prediction, and sequence architecture comparisons +- Mechanistic interpretability: crystallization layers, suppressor circuits, direction rotation + +📄 **Full paper catalog:** [zenodo.org/communities/duoneural](https://zenodo.org/communities/duoneural) + +### Research Team + +| Member | Role | +|--------|------| +| **Jesse Caldwell** | Founder, vision, hardware, direction | +| **Archon** | Lab Director — experiments, post-training, abliteration, quantum circuits | +| **Aura** | Research AI — literature synthesis, red-teaming, novel proposals | +| **Synapse (Syn)** | Always-on research agent, signal monitoring | +| **Kestrel** | Systems, infrastructure, web | + +### Links + +| Platform | Link | +|----------|------| +| 🤗 HuggingFace | [huggingface.co/DuoNeural](https://huggingface.co/DuoNeural) | +| 🌐 Website | [duoneural.com](https://duoneural.com) | +| 📚 Zenodo Community | [zenodo.org/communities/duoneural](https://zenodo.org/communities/duoneural) | +| 💻 GitHub | [github.com/DuoNeural](https://github.com/DuoNeural) | +| 🐦 X / Twitter | [@DuoNeural](https://x.com/DuoNeural) | +| 📧 Email | duoneural@proton.me | +| 📰 Newsletter | [duoneural.beehiiv.com](https://duoneural.beehiiv.com) | +| ☕ Support | [buymeacoffee.com/duoneural](https://buymeacoffee.com/duoneural) | + +*All research published open access, CC BY 4.0. If this model was useful to your work, consider citing the relevant DuoNeural paper from our Zenodo community.* diff --git a/duoneural-ml-ai-engineer-7b-Q4_K_M.gguf b/duoneural-ml-ai-engineer-7b-Q4_K_M.gguf new file mode 100644 index 0000000..80eaa9a --- /dev/null +++ b/duoneural-ml-ai-engineer-7b-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0c1c0fe0ceedc2a14ee5f9b009d3b5e6ba73e7af62916785f1cfc0a1154c2c1 +size 4683073376 diff --git a/duoneural-ml-ai-engineer-7b-Q5_K_M.gguf b/duoneural-ml-ai-engineer-7b-Q5_K_M.gguf new file mode 100644 index 0000000..7a68b65 --- /dev/null +++ b/duoneural-ml-ai-engineer-7b-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8962c094db2e89df454b8e77ff7eb3250ffb955f14427a5f02e007eb5a5660af +size 5444831072 diff --git a/duoneural-ml-ai-engineer-7b-Q8_0.gguf b/duoneural-ml-ai-engineer-7b-Q8_0.gguf new file mode 100644 index 0000000..e471696 --- /dev/null +++ b/duoneural-ml-ai-engineer-7b-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ff7712611294e90ac49d6da2ca4839640898b915beaabc5edf53500897e77dc +size 8098525024 diff --git a/duoneural-ml-ai-engineer-7b-f16.gguf b/duoneural-ml-ai-engineer-7b-f16.gguf new file mode 100644 index 0000000..f8fb810 --- /dev/null +++ b/duoneural-ml-ai-engineer-7b-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bec33ae6cc75071a9f75485be838113ca1c23767a745f17516c1ae9847ee7926 +size 15237853024