127 lines
4.9 KiB
Markdown
127 lines
4.9 KiB
Markdown
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---
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license: apache-2.0
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language:
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- en
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tags:
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- gguf
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- dualmind
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- knowledge-distillation
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- self-critique
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- convergent-intelligence
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- convergentintel
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- distillation
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- edge
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base_model: reaperdoesntknow/DualMind
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model_name: DualMind-GGUF
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---
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# DualMind-GGUF
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GGUF quantizations of [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) for local inference via [llama.cpp](https://github.com/ggml-org/llama.cpp), [Ollama](https://ollama.com), [LM Studio](https://lmstudio.ai), and other GGUF-compatible runtimes.
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**Convergent Intelligence LLC: Research Division**
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## Available Quantizations
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| File | Quant | Size | Use Case |
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|------|-------|------|----------|
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| `DualMind-f16.gguf` | F16 | ~3.4 GB | Full precision, reference quality |
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| `DualMind-Q8_0.gguf` | Q8_0 | ~1.8 GB | Near-lossless, recommended for GPU |
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| `DualMind-Q5_K_M.gguf` | Q5_K_M | ~1.3 GB | Balanced quality/size |
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| `DualMind-Q4_K_M.gguf` | Q4_K_M | ~1.1 GB | Best for CPU/edge deployment |
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## What Is DualMind?
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DualMind is a 1.7B parameter model that implements a dual-cognition reasoning architecture:
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```
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<explore> — unconstrained reasoning, derivation, speculation
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<examine> — adversarial self-critique, error detection
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<response> — clean synthesis from the internal dialogue
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```
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The model learns to reason freely, then critique its own reasoning, then produce a final answer. Multi-model dialectics collapsed into shared weights.
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**Training lineage:** Qwen3-1.7B → DistilQwen3 (uncensored) → Disctil (DISC-refined) → TKD from Qwen3-30B-A3B-Thinking → DualMind SFT on LogicInference_OA dataset.
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## Quick Start
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**Ollama:**
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```bash
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# Already published:
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ollama run reaperdoesntrun/DualMinded-1.7B
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# Or from GGUF:
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ollama create dualmind -f Modelfile
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```
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**llama.cpp:**
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```bash
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./llama-cli -m DualMind-Q4_K_M.gguf \
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-p "##USER:\nProve that every convergent sequence is Cauchy.\n\n<explore>\n" \
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--temp 0.6 --top-p 0.9 --repeat-penalty 1.3 -n 512
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```
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**Recommended parameters:**
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- `temperature`: 0.6
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- `top_p`: 0.9
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- `repeat_penalty`: 1.3 (important — prevents enumeration loops)
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- `num_predict`: 512–1024
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## Related
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- [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) — source model (SafeTensors)
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- [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) — Opus-trained variant
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- [DualMind_Methodolgy](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) — methodology paper (DOI: [10.57967/hf/8184](https://doi.org/10.57967/hf/8184))
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- [DualMind Collection](https://huggingface.co/collections/reaperdoesntknow/dualmind)
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- [DistilQwen Collection](https://huggingface.co/collections/reaperdoesntknow/distilqwen) — the full distillation chain
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## Mathematical Foundations
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This is a GGUF-quantized variant. The mathematical foundations (Discrepancy Calculus, Topological Knowledge Distillation) are documented in the source model's card. The discrepancy operator $Df(x)$ and BV decomposition that inform the training pipeline are preserved through quantization — the structural boundaries detected by DISC during training are baked into the weights, not dependent on precision.
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## Citation
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```bibtex
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@misc{colca2026dualmind,
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title={From Three Teachers to Dual Cognition},
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author={Colca, Roy S.},
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year={2026},
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publisher={HuggingFace},
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url={https://doi.org/10.57967/hf/8184}
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}
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```
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*Convergent Intelligence LLC: Research Division — Apache 2.0*
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<!-- card-refresh: 2026-03-30 -->
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---
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## Convergent Intelligence Portfolio
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*Part of the [DualMind Series](https://huggingface.co/collections/reaperdoesntknow/dualmind-69c93f888c6e79ecc69cf41e) by [Convergent Intelligence LLC: Research Division](https://huggingface.co/reaperdoesntknow)*
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### DualMind Family
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| Model | Format | Description |
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|-------|--------|-------------|
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| [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) | BF16 | LogicInference-trained. Explore→Examine→Response loop. |
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| [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) | BF16 | Opus 4.6 reasoning traces. Higher quality splits. |
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| [Dualmind-Qwen-1.7B-Thinking](https://huggingface.co/reaperdoesntknow/Dualmind-Qwen-1.7B-Thinking) | BF16 | Thinking-teacher variant with extended deliberation. |
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| [DualMind-GGUF](https://huggingface.co/reaperdoesntknow/DualMind-GGUF) | GGUF | Quantized LogicInference variant. CPU/6GB GPU. |
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| [DualMinded-Qwen3-1.7B-GGUF](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B-GGUF) | GGUF | Quantized Opus variant. Ollama ready. |
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### Papers
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| Paper | DOI |
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|-------|-----|
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| [Structure Over Scale](https://huggingface.co/reaperdoesntknow/Structure-Over-Scale) | 10.57967/hf/8165 |
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| [Three Teachers to Dual Cognition](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) | 10.57967/hf/8184 |
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| [Discrepancy Calculus](https://huggingface.co/reaperdoesntknow/Discrepancy_Calculus) | 10.57967/hf/8194 |
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---
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*Last updated: 2026-03-31 by Convergent Intelligence LLC: Research Division*
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<!-- cix-keeper-ts:2026-06-25T13:15:34Z -->
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