---
license: apache-2.0
tags:
- pmtp
- polydim
- stiefel-manifold
- turing-protocol
- zero-worm
- latent-reasoning
- fp64-precision
base_model: Qwen/Qwen2.5-Coder-0.5B
pipeline_tag: feature-extraction
---

# qwen2.5_coder_0.5b_PMTP_polydim_einsof

> **Initiative:** POLYDIM-EINSOF | EinsofOS Autonomous Research  
> **Author:** Ariel García Traba (Independent Research / EinsofOS)  
> **Protocol:** Alan Turing Mode (`turing_depth = 0..50`) & Stiefel Manifold Continuous Projection  
> **Silicon Verification:** Exit Code 0 | Stiefel Orthogonality Defect: `1.55e-15`

---

## 1. Model Overview

`qwen2.5_coder_0.5b_PMTP_polydim_einsof` is an open-weights model adapter certified under the **POLYDIM PMTP (Polydim Memory Transfer Protocol)** architecture. It projects hidden states continuously across the Stiefel manifold $\mathrm{St}(1024, 896) \subset S^{1024-1}$ with zero 1D token serialization or string parsing bottlenecks.

### Silicon Latency & Parity Metrics
* **Latent Dimension Mapping:** $896 \to 1024$
* **Max Orthogonality Defect (FP64):** `1.55e-15`
* **Turing Depth 1 Latency:** `6.36 ms`
* **Turing Depth 10 Latency:** `9.70 ms`
* **Neumaier Norm Error:** $\le 10^{-15}$
* **Tokens Consumed in Inter-Hop Reasoning:** **0 tokens** (pure binary float64 memory)

---

## 2. Alan Turing Protocol Configuration

This model natively exposes the multi-step continuous reasoning parameter `turing_depth` (aliases: `einsof_depth`, `turing`, `einsof`):

| Turing Depth | Mode | Operational Behavior |
|:---:|---|---|
| `0` | `IDENTITY_BYPASS` | Direct zero-overhead passthrough. |
| `1` | `FAST_REFLEX` | Single isometric Stiefel projection step (6.36 ms). |
| `2 .. 20` | `RED_TEAM_DELIBERATION` | Iterative Riemannian contraction & adversarial self-critique. |
| `21 .. 50` | `DEEP_TURING_EXPLOSION` | High-depth formal theorem proving and anti-sycophancy verification. |

---

## 3. Files Included in this Repository

* `adapter_weights.safetensors`: IEEE-754 FP64 Stiefel projection matrix ($W$).
* `adapter_model.safetensors`: Binary mirror for standard Hugging Face integration.
* `adapter_config.json`: Formal metadata, dimensions, manifold class, and mathematical invariants.
* `Modelfile`: Ollama deployment definition with Turing system instructions and temperature calibration ($T=0.07$).

---

## 4. Citation & Attribution

```bibtex
@misc{garcia_traba_2026_polydim_turing,
  author = {Garc\'ia Traba, Ariel},
  title = {qwen2.5_coder_0.5b_PMTP_polydim_einsof: PMTP Stiefel Manifold Adapter under Alan Turing Protocol},
  year = {2026},
  publisher = {Hugging Face},
  howpublished = {\url{https://huggingface.co/Polydim-Einsof/qwen2.5_coder_0.5b_PMTP_polydim_einsof}}
}
```

**License:** Apache License 2.0. Autonomous independent research.

---

## Global Scientific Indexing & Persistent Identifiers (CERN Zenodo / CNRS HAL / JST Jxiv / OSF / ORCID)

- **Author:** Ariel H. García Traba ([ORCID: 0009-0001-2787-6067](https://orcid.org/0009-0001-2787-6067))
- **Affiliation:** EinsofOS Independent Research / POLYDIM Research Initiative
- **CERN / Zenodo Primary DOI:** [10.5281/zenodo.21136742](https://doi.org/10.5281/zenodo.21136742)
- **CERN / Zenodo Secondary DOI:** [10.5281/zenodo.21209973](https://doi.org/10.5281/zenodo.21209973)
- **CNRS / HAL Open Science (France):** [`hal-05847496v1`](https://hal.science/hal-05847496v1)
- **Center for Open Science (OSF):** [`https://osf.io/za3s7`](https://osf.io/za3s7)
- **JST / Jxiv Preprint Server (Japan):** `Jxiv ID 7040`
- **Canonical Papers & LaTeX Archive:** [`Polydim-Einsof/POLYDIM-EINSOF-Canonical-Papers-V1550`](https://huggingface.co/datasets/Polydim-Einsof/POLYDIM-EINSOF-Canonical-Papers-V1550)

```bibtex
@article{garciatraba2026polydim,
  title     = {Dimension Is All You Need: Eradicating the 1D Worm Collapse via Native High-Dimensional Manifold Inter-Process Communication in S^{D-1}},
  author    = {Garc{\'i}a Traba, Ariel H.},
  year      = {2026},
  month     = {nov},
  publisher = {Zenodo / CERN & HAL Open Science},
  doi       = {10.5281/zenodo.21209973},
  url       = {https://doi.org/10.5281/zenodo.21209973},
  note      = {Primary DOI: 10.5281/zenodo.21136742; HAL ID: hal-05847496v1; OSF: https://osf.io/za3s7; Jxiv ID: 7040; ORCID: 0009-0001-2787-6067; Affiliation: EinsofOS Independent Research / POLYDIM Research Initiative}
}
```