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@c05284cfc0e306b25a8627ec4074bc3a32e3b38b
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 +34 -4
- szl-source-binding.json +3 -3
README.md
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@@ -51,6 +51,40 @@ Provider compatibility support [requested on 4 October 2026](https://huggingface
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- The adapter is the artifact of record for the figures; the merged checkpoint has no separate held-out qualification.
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- The recorded merge-time base reference is not an immutable identity. This experiment does not replace Khipu 1.5B.
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<details>
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<summary>Technical details and evidence</summary>
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@@ -167,7 +201,3 @@ Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
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<!-- SZL-NATIVE-ARTWORK:v1 -->
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SZL Orbit artwork: [source](https://github.com/szl-holdings/szl-brand/blob/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg) · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Software and artifact licensing remain declared above.
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<!-- /SZL-NATIVE-ARTWORK:v1 -->
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## Provenance note: duplicate weights
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The listed weight files in this repository are byte-identical (same LFS SHA-256; `checkpoint-*` excluded) to files in another repository: `SZLHOLDINGS/KHIPU-R2-laptop-lora@e1ca983decec` (shared: `adapter_model.safetensors`) (checked 2026-11-12 at `9f811d92835b`). Identical bytes are one artifact published under more than one name; this repository is not independent evidence of a separate training run, and any results stated for it apply to that same artifact. Existing result lines above are left unchanged.
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- The adapter is the artifact of record for the figures; the merged checkpoint has no separate held-out qualification.
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- The recorded merge-time base reference is not an immutable identity. This experiment does not replace Khipu 1.5B.
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<!-- SZL-EVIDENCE-PASSPORT:v1:START -->
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## Evidence passport
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**Dated input observation: 2026-11-13T22:16:36.754444+00:00. Existing research limits remain in force.**
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[Inspect the immutable repository snapshot](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/tree/3a698a0f9a96eb80c38b11a77e114f318f6e4820).
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| Observation | Scope |
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|---|---|
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| Repository revision | `3a698a0f9a96eb80c38b11a77e114f318f6e4820` |
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| Historical README retrieval | HTTP 200; not a readback of this proposed panel |
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| Recognized artifact filenames | 2 filename hints; not tensor verification |
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| Structured records retrieved | 4; bounded selection, not an exhaustive evidence census |
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Historical input README SHA-256: `641ef554d5261d4655db87ce194c5139ebfa89e0aafc20bd0d63a16e9d97b99d`.
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[Reviewed authoring baseline](https://github.com/szl-holdings/szl-forge/blob/2f1f7636acf4e77d87de34319c34507f9441dc71/khipu-r2/card/README.md). Existing publisher: `publish-khipu-card.yml`. Source changes still require normal review and exact deployed-byte readback.
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### Inspect the records
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| Record | Retrieved-byte SHA-256 |
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|---|---|
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| [training\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/training_receipt.json) | `cd3b5f8b8f083314abd3bc3eee46aa2a6be8491571aa867860e5b4f85c4ed6ce` |
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| [eval\_measured.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_measured.json) | `e573dfba96dafd8ab0baa65a41bcf6878488d7ea2677d674c0b702b2878b5371` |
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| [eval\_verified\_2026-09-13.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_verified_2026-09-13.json) | `122a19192ef72868d91ca3bbc59a460626dcf64d951e9c2ad2633d7f0f6b38a0` |
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| [merge\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/merge_receipt.json) | `cc1fe8b33e835fef22bea6605386b3135185ea223453caf0c6cf416c95340511` |
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### Interpretation
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Documentation and retrieved-record integrity only. No new training, model evaluation, weight-byte verification, independent signer identity, runtime qualification or promotion. Missing evidence is not a zero score.
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Training loss is not held-out performance. A copied receipt does not qualify a quantization or merged checkpoint. Existing negative results, license and technical disclosures remain authoritative.
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<!-- SZL-EVIDENCE-PASSPORT:v1:END -->
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<details>
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<summary>Technical details and evidence</summary>
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<!-- SZL-NATIVE-ARTWORK:v1 -->
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SZL Orbit artwork: [source](https://github.com/szl-holdings/szl-brand/blob/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg) · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Software and artifact licensing remain declared above.
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<!-- /SZL-NATIVE-ARTWORK:v1 -->
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szl-source-binding.json
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"source": {
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"assets": {
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"README.md": {
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"bytes":
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"sha256": "
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"holo-banner.svg": {
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"bytes": 1516,
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}
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"repository": "szl-holdings/szl-forge",
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"revision": "
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"target": {
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"controlled_paths": [
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"source": {
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"assets": {
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"README.md": {
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"bytes": 10959,
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"sha256": "e2cb2809bc2a6a4c4138a91012fdc2a43cb63c5d3260d86142b7342d555f3750"
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},
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"holo-banner.svg": {
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"bytes": 1516,
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"repository": "szl-holdings/szl-forge",
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"revision": "c05284cfc0e306b25a8627ec4074bc3a32e3b38b"
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},
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"target": {
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"controlled_paths": [
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