Text Generation
PEFT
Safetensors
English
qwen2
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
docs: publish KHIPU-R2 card from szl-forge@eb8850adf2193b767a4ae24561955d2a2fde1159
Browse filesExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.
- README.md +26 -11
- holo-banner.svg +21 -0
- szl-source-binding.json +41 -0
README.md
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gpu: UNAVAILABLE
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---
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# KHIPU-R2
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<p align="center">
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<img src="
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</p>
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<!-- SZL-ATELIER-CUT:v1:START -->
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## The cut
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| Leader | Take, then tweak |
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|---|---|
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| Anthropic | Red-team → constitution update. We red-team → adapter. |
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| NVIDIA | Recipe re-run with a new seed and a
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| Unsloth | Same FastLanguageModel loop, new curriculum, new
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## Intended use
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Continue the abstain-retrain loop.
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## Limitations
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- research-only
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- No signed R2 eval receipt in this atelier.
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Canonical GitHub: [`szl-holdings/szl-forge`](https://github.com/szl-holdings/szl-forge/
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<!-- SZL-ATELIER-CUT:v1:END -->
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|---|---|
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| **Artifact** | `adapter_model.safetensors` (147.8M) + `adapter_config.json` **AVAILABLE** |
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| **Job** | [`6a91bf11984507d9db4ea104`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf11984507d9db4ea104) **COMPLETED** |
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| **Does NOT overwrite** | signed [`SZL-Khipu-1.5B`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B) |
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| **Prior job** | [`6a91ba2c`](https://huggingface.co/jobs/SZLHOLDINGS/6a91ba2c45686a1580c12020) **ERROR** Trackio 404 |
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| **Lab** | Forbidden. Pin stays Khipu GGUF. GPU **UNAVAILABLE**. |
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| **License** | Apache-2.0 |
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| **Autonomy** | false |
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gpu: UNAVAILABLE
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---
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<p align="center">
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<img src="holo-banner.svg" alt="KHIPU-R2 — holographic step-up banner" width="100%"/>
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</p>
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<h1 align="center">K H I P U — R 2</h1>
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<p align="center"><em>Failure is an artifact, not a footnote.</em></p>
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<p align="center">
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<img alt="Base: Qwen2.5-1.5B-Instruct" src="https://img.shields.io/badge/base-Qwen2.5--1.5B--Instruct-334155?style=flat-square"/>
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<img alt="Downloads" src="https://img.shields.io/huggingface/dt/SZLHOLDINGS/KHIPU-R2?style=flat-square&color=3af4c8&label=downloads"/>
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<img alt="Artifact: QLoRA adapter r=32 a=64" src="https://img.shields.io/badge/artifact-QLoRA%20adapter%20r32%20a64-0d9488?style=flat-square"/>
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<img alt="Abstain: MEASURED 3/6, was 2/6 — not a pass" src="https://img.shields.io/badge/abstain-3%2F6%20was%202%2F6%20%C2%B7%20not%20a%20pass-b45309?style=flat-square"/>
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<img alt="Plan-valid 11/11" src="https://img.shields.io/badge/plan--valid-11%2F11-16a34a?style=flat-square"/>
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<img alt="Hallucinated citations: 0" src="https://img.shields.io/badge/hallucinated%20citations-0-16a34a?style=flat-square"/>
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<img alt="Lifecycle: research-only" src="https://img.shields.io/badge/lifecycle-research--only-7e8aa3?style=flat-square"/>
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</p>
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<p align="center">
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<code>KANCHAY</code> · Doctrine v11 · Lean <code>749/14/163</code> · Λ = Conjecture 1 (advisory) · <a href="https://a-11-oy.com">a-11-oy.com</a>
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</p>
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Adapters are on this repo. Abstain is MEASURED 3/6, not a pass. This card-only release does not modify adapter files and does not open the publication or autonomy gates.
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QLoRA adapter on disclosed [`Qwen/Qwen2.5-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) (runtime `unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit`). Proposal-only brain navigator / abstain retrain. Doctrine v11 LOCKED. Λ = Conjecture 1 (advisory, never a theorem).
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<!-- SZL-ATELIER-CUT:v1:START -->
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## The cut
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| Leader | Take, then tweak |
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|---|---|
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| Anthropic | Red-team → constitution update. We red-team → adapter. |
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| NVIDIA | Recipe re-run with a new seed and a bounded delta. |
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| Unsloth | Same FastLanguageModel loop, new curriculum, new evidence record. |
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This card makes the combination inspectable: a separate abstain-retraining SKU, bounded small-sample results, and an exact-source documentation publisher that cannot modify weights or promotion state.
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## Intended use
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Continue the abstain-retrain loop. Keep publication and autonomy gates closed until independently verifiable evaluation evidence satisfies the governed release criteria.
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## Limitations
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- research-only
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- No signed R2 eval receipt in this atelier.
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- Publishing this card is a documentation update, not model promotion or autonomy approval.
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Canonical GitHub: [`szl-holdings/szl-forge/khipu_r2`](https://github.com/szl-holdings/szl-forge/tree/main/khipu_r2)
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<!-- SZL-ATELIER-CUT:v1:END -->
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## Specification
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|---|---|
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| **Artifact** | `adapter_model.safetensors` (147.8M) + `adapter_config.json` **AVAILABLE** |
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| **Job** | [`6a91bf11984507d9db4ea104`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf11984507d9db4ea104) **COMPLETED** |
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| **Does NOT overwrite** | signed [`SZL-Khipu-1.5B`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B) |
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| **Prior job** | [`6a91ba2c`](https://huggingface.co/jobs/SZLHOLDINGS/6a91ba2c45686a1580c12020) **ERROR** Trackio 404 |
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| **Card publication** | Exact-source README + local SVG + source binding only; weights, adapter, configs, evals, visibility, hardware, and runtime unchanged |
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| **Lab** | Forbidden. Pin stays Khipu GGUF. GPU **UNAVAILABLE**. |
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| **License** | Apache-2.0 |
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| **Autonomy** | false |
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holo-banner.svg
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szl-source-binding.json
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{
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"authority": {
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"adapter": false,
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"configs": false,
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"evals": false,
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"hardware": false,
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"runtime": false,
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"visibility": false,
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"weights": false
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"profile": "khipu-r2",
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"qualification": {
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"abstention_result": "3/6",
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"publication_eligible": false,
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"release_blocker_preserved": true
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},
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"schema": "szl.hf-card-source-binding/v1",
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"source": {
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"assets": {
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"README.md": {
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"bytes": 6292,
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"sha256": "cbd25e918a0e955a49440fcdddddb0ccbe94eb996ccfd2eb97a1815d3930a85e"
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"holo-banner.svg": {
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"bytes": 1516,
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"sha256": "3834f5d45a759107d68f773ea09844b08706a73fced549afabf5d619e2042b99"
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}
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},
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"repository": "szl-holdings/szl-forge",
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"revision": "eb8850adf2193b767a4ae24561955d2a2fde1159"
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},
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"target": {
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"controlled_paths": [
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"README.md",
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"szl-source-binding.json"
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],
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"repo_id": "SZLHOLDINGS/KHIPU-R2",
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"repo_type": "model"
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}
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}
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