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Model: Zynerji/Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored
Source: Original Platform

README.md

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+---
+license: apache-2.0
+base_model: Qwen/Qwen2.5-Coder-7B-Instruct
+tags:
+  - uncensored
+  - abliterated
+  - capability-preserving
+  - certified
+  - ektome
+  - sphragis
+  - qwen2.5
+language:
+  - en
+pipeline_tag: text-generation
+---
+
+![Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored](./hero.png)
+
+# Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored
+
+**Uncensored — and carrying a statistical certificate that it wasn't damaged.**
+
+> **Capability retention certified against the pristine model at n=2800.**
+
+$$\colorbox{black}{$\color{white}
+\begin{array}{ll}
+\textsf{EKTOME CERTIFICATE} & {} \\
+\textsf{capability} & \textsf{PASS} \\
+\textsf{margin} & 3\% \\
+\textsf{items } n & 2800 \\
+\textsf{worst-axis bound} & +0.010 \\
+\textsf{compliance} & \textsf{not recorded} \\
+\end{array}$}$$
+
+
+📄 **[Read the whitepaper (PDF)](./whitepaper.pdf)** — full method, receipts and certification.
+The PDF is the authoritative document: dark-typeset, with the complete derivation, the
+per-axis certificate and the reproducibility hashes.
+
+---
+
+## Why this exists
+
+Standard abliteration removes a coarse *refusal direction* that is entangled with
+directions carrying knowledge and reasoning. The result is an uncensored model with a
+capability tax that is **almost never measured**.
+
+Ektomē (ἐκτομή, *excision*) isolates and removes only the refusal-**specific**
+component, leaving general helpfulness intact, and does so norm-preservingly on the
+pristine model — no training, no distillation, no damage to repair. The extraction
+depth is selected per model by automated search against measured compliance.
+
+The estimator, excision operator and depth-selection procedure are proprietary.
+What is published here is the **measured outcome** and the evidence for it, which you
+can verify against the artifacts in this repo.
+
+## The receipt
+
+_No compliance/MMLU receipt was recorded for this model. The evidence below is the certificate._
+
+
+## The certificate
+
+Capability retention is certified by a paired non-inferiority test against the pristine
+model (exact McNemar, Holm-corrected, one-sided bootstrap bound on the drop $d$ vs a
+3% margin):
+
+| axis | n | ref | cand | d upper | verdict |
+|---|---|---|---|---|---|
+| arithmetic | 1400 | 0.864 | 0.865 | +0.003 | PASS |
+| instruction | 600 | 0.663 | 0.660 | +0.010 | PASS |
+| knowledge | 400 | 0.968 | 0.968 | +0.000 | PASS |
+| reasoning | 400 | 0.953 | 0.953 | +0.000 | PASS |
+
+
+**Overall: PASS (3% margin, n=2800, alpha=0.05)**
+
+Reproducible from `seed=20260726`, pack `sha256:7bbaff877146e081…`.
+
+### Generation health checks
+
+_Not recorded for this model._
+
+
+## Quantisations
+
+| file | bits | notes |
+|---|---|---|
+| `Ektome-Qwen2.5-Coder-7B-Instruct-Q8_0.gguf` | 8 | near-lossless |
+| `Ektome-Qwen2.5-Coder-7B-Instruct-Q6_K.gguf` | 6 |  |
+| `Ektome-Qwen2.5-Coder-7B-Instruct-Q5_K_M.gguf` | 5 |  |
+| `Ektome-Qwen2.5-Coder-7B-Instruct-Q4_K_M.gguf` | 4 | imatrix |
+| `Ektome-Qwen2.5-Coder-7B-Instruct-IQ4_XS.gguf` | 4 | imatrix, smallest usable |
+| `Ektome-Qwen2.5-Coder-7B-Instruct-IQ3_M.gguf` | 3 | imatrix |
+
+`IQ*` variants are imatrix-quantised — better quality per bit at low precision.
+
+
+## Limitations
+
+The certificate bounds **capability retention only**. It does not certify safety, factual
+accuracy, or fitness for any purpose. Axes marked *inconclusive* are honestly
+under-powered, and the certificate states the $n$ needed to resolve them. Compliance uses
+a keyword classifier — a proxy that evasive phrasing can fool. **This model is uncensored
+by construction: it will not refuse, and you are accountable for what you do with it.**
+
+## Citation
+
+```bibtex
+@software{ektome_Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored,
+  title  = {Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored},
+  author = {Zynerji},
+  year   = {2026},
+  url    = {https://huggingface.co/Zynerji/Ektome-Qwen2.5-Coder-7B-Instruct-PristinelyUncensored}
+}
+```