README.md

---
license: apache-2.0
language:
  - en
tags:
  - gguf
  - dualmind
  - knowledge-distillation
  - self-critique
  - convergent-intelligence
  - convergentintel
  - distillation
  - edge
base_model: reaperdoesntknow/DualMind
model_name: DualMind-GGUF
---

# DualMind-GGUF

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.

**Convergent Intelligence LLC: Research Division**

## Available Quantizations

| File | Quant | Size | Use Case |
|------|-------|------|----------|
| `DualMind-f16.gguf` | F16 | ~3.4 GB | Full precision, reference quality |
| `DualMind-Q8_0.gguf` | Q8_0 | ~1.8 GB | Near-lossless, recommended for GPU |
| `DualMind-Q5_K_M.gguf` | Q5_K_M | ~1.3 GB | Balanced quality/size |
| `DualMind-Q4_K_M.gguf` | Q4_K_M | ~1.1 GB | Best for CPU/edge deployment |

## What Is DualMind?

DualMind is a 1.7B parameter model that implements a dual-cognition reasoning architecture:

```
<explore>  — unconstrained reasoning, derivation, speculation
<examine>  — adversarial self-critique, error detection
<response> — clean synthesis from the internal dialogue
```

The model learns to reason freely, then critique its own reasoning, then produce a final answer. Multi-model dialectics collapsed into shared weights.

**Training lineage:** Qwen3-1.7B → DistilQwen3 (uncensored) → Disctil (DISC-refined) → TKD from Qwen3-30B-A3B-Thinking → DualMind SFT on LogicInference_OA dataset.

## Quick Start

**Ollama:**
```bash
# Already published:
ollama run reaperdoesntrun/DualMinded-1.7B

# Or from GGUF:
ollama create dualmind -f Modelfile
```

**llama.cpp:**
```bash
./llama-cli -m DualMind-Q4_K_M.gguf \
  -p "##USER:\nProve that every convergent sequence is Cauchy.\n\n<explore>\n" \
  --temp 0.6 --top-p 0.9 --repeat-penalty 1.3 -n 512
```

**Recommended parameters:**
- `temperature`: 0.6
- `top_p`: 0.9
- `repeat_penalty`: 1.3 (important — prevents enumeration loops)
- `num_predict`: 512–1024

## Related

- [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) — source model (SafeTensors)
- [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) — Opus-trained variant
- [DualMind_Methodolgy](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) — methodology paper (DOI: [10.57967/hf/8184](https://doi.org/10.57967/hf/8184))
- [DualMind Collection](https://huggingface.co/collections/reaperdoesntknow/dualmind)
- [DistilQwen Collection](https://huggingface.co/collections/reaperdoesntknow/distilqwen) — the full distillation chain


## Mathematical Foundations

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.

## Citation

```bibtex
@misc{colca2026dualmind,
  title={From Three Teachers to Dual Cognition},
  author={Colca, Roy S.},
  year={2026},
  publisher={HuggingFace},
  url={https://doi.org/10.57967/hf/8184}
}
```

*Convergent Intelligence LLC: Research Division — Apache 2.0*
<!-- card-refresh: 2026-03-30 -->

---

## Convergent Intelligence Portfolio

*Part of the [DualMind Series](https://huggingface.co/collections/reaperdoesntknow/dualmind-69c93f888c6e79ecc69cf41e) by [Convergent Intelligence LLC: Research Division](https://huggingface.co/reaperdoesntknow)*

### DualMind Family

| Model | Format | Description |
|-------|--------|-------------|
| [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) | BF16 | LogicInference-trained. Explore→Examine→Response loop. |
| [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) | BF16 | Opus 4.6 reasoning traces. Higher quality splits. |
| [Dualmind-Qwen-1.7B-Thinking](https://huggingface.co/reaperdoesntknow/Dualmind-Qwen-1.7B-Thinking) | BF16 | Thinking-teacher variant with extended deliberation. |
| [DualMind-GGUF](https://huggingface.co/reaperdoesntknow/DualMind-GGUF) | GGUF | Quantized LogicInference variant. CPU/6GB GPU. |
| [DualMinded-Qwen3-1.7B-GGUF](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B-GGUF) | GGUF | Quantized Opus variant. Ollama ready. |

### Papers

| Paper | DOI |
|-------|-----|
| [Structure Over Scale](https://huggingface.co/reaperdoesntknow/Structure-Over-Scale) | 10.57967/hf/8165 |
| [Three Teachers to Dual Cognition](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) | 10.57967/hf/8184 |
| [Discrepancy Calculus](https://huggingface.co/reaperdoesntknow/Discrepancy_Calculus) | 10.57967/hf/8194 |

---

*Last updated: 2026-03-31 by Convergent Intelligence LLC: Research Division*
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