KHIPU-R2 / README.md

docs: publish KHIPU-R2 card from szl-forge@55f56487a52f3f3cf6f32c0e5ee3637660dfc90a

1c48e77 verified about 4 hours ago

11.7 kB

---
thumbnail: https://huggingface.co/SZLHOLDINGS/KHIPU-R2/resolve/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/og-card.png
license: apache-2.0
language:
  - en
base_model: Qwen/Qwen2.5-1.5B-Instruct
base_model_relation: adapter
library_name: peft
pipeline_tag: text-generation
tags:
  - qlora
  - peft
  - governed-agent
  - proposal-only
  - research-only
  - szl-holdings
  - khipu
  - abstain-retrain
szl:
  doctrine: v11-LOCKED
  lean: "749/14/163"
  lambda: "Conjecture 1 — advisory, never a theorem"
  artifact_class: ADAPTER
  publication_eligible: false
  autonomy_eligible: false
  never_overwrite: SZLHOLDINGS/SZL-Khipu-1.5B
  jobs: COMPLETED
  job_id: "6a91bf11984507d9db4ea104"
  job_prior_error: "6a91ba2c45686a1580c12020"
  weights: AVAILABLE
  evals: MEASURED
  gpu: UNAVAILABLE
---
<!-- SZL-CARD-PRESENTATION:v1 -->
<p><a href="https://huggingface.co/SZLHOLDINGS"><img src="https://raw.githubusercontent.com/szl-holdings/szl-brand/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg" alt="SZL Holdings" width="48" height="48" /></a></p>

# KHIPU-R2

A separate abstention-retraining experiment with adapter-scoped historical evaluation records.

**Artifact:** QLoRA adapter; separate merged checkpoint · **Stage:** Research · release blocked

[Command Lab](https://huggingface.co/spaces/SZLHOLDINGS/szl-command-lab) · [Canonical source](https://github.com/szl-holdings/szl-forge/tree/main/khipu-r2) · [Reviewed evidence](https://github.com/szl-holdings/szl-forge/blob/2b4d7a0f69e68d60cb0f35f09c9bac837d66acdc/khipu-r2/card/README.md)

Provider compatibility support [requested on 4 October 2026](https://huggingface.co/spaces/huggingface/InferenceSupport/discussions/12786). No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged.

## Before you use it

- Recorded abstention is 3/6, not a passing gate. Publication and autonomy eligibility remain false.
- The adapter is the artifact of record for the figures; the merged checkpoint has no separate held-out qualification.
- The recorded merge-time base reference is not an immutable identity. This experiment does not replace Khipu 1.5B.

<!-- SZL-EVIDENCE-PASSPORT:v1:START -->
## Evidence passport

**Dated input observation: 2026-11-13T22:16:36.754444+00:00. Existing research limits remain in force.**

[Inspect the immutable repository snapshot](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/tree/3a698a0f9a96eb80c38b11a77e114f318f6e4820).

| Observation | Scope |
|---|---|
| Repository revision | `3a698a0f9a96eb80c38b11a77e114f318f6e4820` |
| Historical README retrieval | HTTP 200; not a readback of this proposed panel |
| Recognized artifact filenames | 2 filename hints; not tensor verification |
| Structured records retrieved | 4; bounded selection, not an exhaustive evidence census |

Historical input README SHA-256: `641ef554d5261d4655db87ce194c5139ebfa89e0aafc20bd0d63a16e9d97b99d`.

[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.

### Inspect the records

| Record | Retrieved-byte SHA-256 |
|---|---|
| [training\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/training_receipt.json) | `cd3b5f8b8f083314abd3bc3eee46aa2a6be8491571aa867860e5b4f85c4ed6ce` |
| [eval\_measured.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_measured.json) | `e573dfba96dafd8ab0baa65a41bcf6878488d7ea2677d674c0b702b2878b5371` |
| [eval\_verified\_2026-09-13.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_verified_2026-09-13.json) | `122a19192ef72868d91ca3bbc59a460626dcf64d951e9c2ad2633d7f0f6b38a0` |
| [merge\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/merge_receipt.json) | `cc1fe8b33e835fef22bea6605386b3135185ea223453caf0c6cf416c95340511` |

### Interpretation

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.
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.

<!-- SZL-EVIDENCE-PASSPORT:v1:END -->

<details>
<summary>Technical details and evidence</summary>

<!-- SZL-CARD-TECHNICAL:v1:START -->
<!-- szl:artifact-identity-reconciled -->
> **Artifact identity (noted 2026-09-30).** Besides the LoRA adapter, this repository's root carries a merged full-precision checkpoint (`model.safetensors` + `config.json`, loadable with `transformers`) produced by the receipted CPU merge of this adapter into its declared base (`merge_receipt.json`). The adapter remains the artifact of record for every figure on this card; the merged bytes carry no separate held-out receipt and add no claim. Metadata-only note.
# KHIPU-R2
**Research-only · historical abstention 3/6 · publication and autonomy gates closed**
Adapters are on this repo. Abstain is MEASURED 3/6, not a pass.
That statement describes the dated owner-run records below, rather than
a new evaluation or current model qualification. This is a separate
abstention-retraining SKU. Not a replacement for `SZL-Khipu-1.5B`.
Card and metadata review snapshot: [9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/tree/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52).
No weights were downloaded, no model was loaded, and no evaluation or
signature verification was rerun in this review.
## Distributed forms
| Form | Files | Scope |
|---|---|---|
| QLoRA adapter | `adapter_model.safetensors`, `adapter_config.json` | The PEFT example below explicitly selects this adapter form. |
| Separate fp32 merged checkpoint | Root `model.safetensors`, `config.json`, `merge_receipt.json` | A distinct runtime form; selecting the adapter does not load this merged checkpoint. |

Current artifact bytes and their equality to historical evaluated bytes
were not independently rehashed. The merge receipt's base revision is
`main@merge-time`, which is not an immutable base identity.

## Dated evaluation records

The [2026-08-28 owner-run job record](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/eval_measured.json)
reports in-process Unsloth generation at temperature 0 with scoring ported
from `eval_khipu.py`. It reports `held_out_in_gradients: false`.

| Metric | Historical result | Limit |
|---|---|---|
| plan-valid | **11 / 11** | Small owner-run synthetic protocol |
| grounding (`eval.jsonl` navigate) | **5 / 5** | Five navigation cases |
| abstain (`adversarial.jsonl`) | **3 / 6** | Visible release blocker; not a pass |
| hallucinated citations | **0** | These cases only |

The [2026-09-13 corrected-harness CPU re-verification](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/eval_verified_2026-09-13.json)
reports **11/11 plan-valid, 5/5 grounding, and 3/6 abstention** on rebuilt
fp16 merges and the published fp32 merge. The owner fixed a decoding
harness that returned prompt characters instead of generated output;
**all prior fp16 scores produced by that buggy harness are void**.
The corrected runs are separate owner records and do not promote the model.

No signed R2 eval receipt in this atelier. The linked owner-run records
are not an independent evaluation or public leaderboard. GPU **UNAVAILABLE**
describes the CPU-only re-verification record and the earlier card state;
no current hardware availability was tested. Publication and autonomy
eligibility remain **false**.

The original Khipu **2/6** abstention record and R2's **3/6** record remain
separate. No broad quality score or general safety guarantee follows.

## Historical training

The prior card and [training receipt](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/training_receipt.json)
describe QLoRA r=32, α=64, seed 11, learning rate 2e-4 and 45 epochs,
on 15 navigation rows plus 8 abstention rows oversampled four times.
The reported train loss **0.017188…** is a training metric, not evaluation.
The historical adapter digest is
`e44d53f29f2d443598e06d6c0441557fd3a5010888c7aa97b56ec3c0e050d349`;
it was not recomputed here. The earlier card records successful job
`6a91bf11984507d9db4ea104` and prior error `6a91ba2c45686a1580c12020`
(Trackio 404). This review did not query those jobs or rerun training.

## Adapter usage

This example is **untested in this review**. An owner-verified immutable
base revision is required; none is invented here. The blank base revision
fails before imports or remote loading. The adapter repository is pinned
to the reviewed documentation and metadata snapshot; this is not an
evaluation binding or release approval.

```python
import re
BASE_REVISION = ""  # Supply an owner-verified immutable base commit.
if not re.fullmatch(r"[0-9a-f]{40}", BASE_REVISION):
    raise ValueError("An owner-verified immutable base revision is required")
from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer
base_id = "Qwen/Qwen2.5-1.5B-Instruct"
adapter_id = "SZLHOLDINGS/KHIPU-R2"
adapter_revision = "9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52"
tok = AutoTokenizer.from_pretrained(base_id, revision=BASE_REVISION)
base = AutoModelForCausalLM.from_pretrained(base_id, revision=BASE_REVISION)
model = PeftModel.from_pretrained(base, adapter_id, revision=adapter_revision)
```

Outputs are proposals requiring external validation and approval. Lab load
remains forbidden. [A11OY-MINI](https://huggingface.co/SZLHOLDINGS/A11OY-MINI)
contains separately scoped legacy and R2 evidence and inherits no KHIPU-R2
score or qualification.

Apache-2.0 is declared in metadata. No standalone `LICENSE` is listed at
the reviewed revision; artifact license coverage was not independently
verified. A license addition requires source-owner review of that coverage.

Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.

<!-- SZL-CARD-TECHNICAL:v1:END -->
</details>

<!-- SZL-NATIVE-ARTWORK:v1 -->
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.
<!-- /SZL-NATIVE-ARTWORK:v1 -->

<!-- SZL-CARD-RESTORATION:2026-11-14:v1 -->
## Publication restoration note (2026-11-14)

On 2026-11-14, an off-route automated job stamped the public SZLHOLDINGS Hub
model cards with a marketing template that replaced curated card bytes,
including per-model claims this artifact has not earned. This source card in
szl-holdings/szl-forge is the canonical reviewed card; that job did not alter
it. This note marks the card so the closed-profile publisher republishes the
reviewed bytes, banner, and source binding to the Hub with exact readback.
The incident and the per-model evidence manifest are documented in szl-forge
under `docs/model-card-overhaul-20261114/`. No qualification, evaluation,
weight, adapter, config, visibility, hardware, or runtime state changed by
this note.

	---
	thumbnail: https://huggingface.co/SZLHOLDINGS/KHIPU-R2/resolve/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/og-card.png
	license: apache-2.0
	language:
	- en
	base_model: Qwen/Qwen2.5-1.5B-Instruct
	base_model_relation: adapter
	library_name: peft
	pipeline_tag: text-generation
	tags:
	- qlora
	- peft
	- governed-agent
	- proposal-only
	- research-only
	- szl-holdings
	- khipu
	- abstain-retrain
	szl:
	doctrine: v11-LOCKED
	lean: "749/14/163"
	lambda: "Conjecture 1 — advisory, never a theorem"
	artifact_class: ADAPTER
	publication_eligible: false
	autonomy_eligible: false
	never_overwrite: SZLHOLDINGS/SZL-Khipu-1.5B
	jobs: COMPLETED
	job_id: "6a91bf11984507d9db4ea104"
	job_prior_error: "6a91ba2c45686a1580c12020"
	weights: AVAILABLE
	evals: MEASURED
	gpu: UNAVAILABLE
	---

	<!-- SZL-CARD-PRESENTATION:v1 -->
	<p><a href="https://huggingface.co/SZLHOLDINGS"><img src="https://raw.githubusercontent.com/szl-holdings/szl-brand/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg" alt="SZL Holdings" width="48" height="48" /></a></p>

	# KHIPU-R2

	A separate abstention-retraining experiment with adapter-scoped historical evaluation records.

	Artifact: QLoRA adapter; separate merged checkpoint · Stage: Research · release blocked

	[Command Lab](https://huggingface.co/spaces/SZLHOLDINGS/szl-command-lab) · [Canonical source](https://github.com/szl-holdings/szl-forge/tree/main/khipu-r2) · [Reviewed evidence](https://github.com/szl-holdings/szl-forge/blob/2b4d7a0f69e68d60cb0f35f09c9bac837d66acdc/khipu-r2/card/README.md)

	Provider compatibility support [requested on 4 October 2026](https://huggingface.co/spaces/huggingface/InferenceSupport/discussions/12786). No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged.

	## Before you use it

	- Recorded abstention is 3/6, not a passing gate. Publication and autonomy eligibility remain false.
	- The adapter is the artifact of record for the figures; the merged checkpoint has no separate held-out qualification.
	- The recorded merge-time base reference is not an immutable identity. This experiment does not replace Khipu 1.5B.

	<!-- SZL-EVIDENCE-PASSPORT:v1:START -->
	## Evidence passport

	Dated input observation: 2026-11-13T22:16:36.754444+00:00. Existing research limits remain in force.

	[Inspect the immutable repository snapshot](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/tree/3a698a0f9a96eb80c38b11a77e114f318f6e4820).

	\| Observation \| Scope \|
	\|---\|---\|
	\| Repository revision \| `3a698a0f9a96eb80c38b11a77e114f318f6e4820` \|
	\| Historical README retrieval \| HTTP 200; not a readback of this proposed panel \|
	\| Recognized artifact filenames \| 2 filename hints; not tensor verification \|
	\| Structured records retrieved \| 4; bounded selection, not an exhaustive evidence census \|

	Historical input README SHA-256: `641ef554d5261d4655db87ce194c5139ebfa89e0aafc20bd0d63a16e9d97b99d`.

	[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.

	### Inspect the records

	\| Record \| Retrieved-byte SHA-256 \|
	\|---\|---\|
	\| [training\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/training_receipt.json) \| `cd3b5f8b8f083314abd3bc3eee46aa2a6be8491571aa867860e5b4f85c4ed6ce` \|
	\| [eval\_measured.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_measured.json) \| `e573dfba96dafd8ab0baa65a41bcf6878488d7ea2677d674c0b702b2878b5371` \|
	\| [eval\_verified\_2026-09-13.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/eval_verified_2026-09-13.json) \| `122a19192ef72868d91ca3bbc59a460626dcf64d951e9c2ad2633d7f0f6b38a0` \|
	\| [merge\_receipt.json](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/raw/3a698a0f9a96eb80c38b11a77e114f318f6e4820/merge_receipt.json) \| `cc1fe8b33e835fef22bea6605386b3135185ea223453caf0c6cf416c95340511` \|

	### Interpretation

	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.
	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.

	<!-- SZL-EVIDENCE-PASSPORT:v1:END -->

	<details>
	<summary>Technical details and evidence</summary>

	<!-- SZL-CARD-TECHNICAL:v1:START -->
	<!-- szl:artifact-identity-reconciled -->
	> Artifact identity (noted 2026-09-30). Besides the LoRA adapter, this repository's root carries a merged full-precision checkpoint (`model.safetensors` + `config.json`, loadable with `transformers`) produced by the receipted CPU merge of this adapter into its declared base (`merge_receipt.json`). The adapter remains the artifact of record for every figure on this card; the merged bytes carry no separate held-out receipt and add no claim. Metadata-only note.

	# KHIPU-R2

	Research-only · historical abstention 3/6 · publication and autonomy gates closed

	Adapters are on this repo. Abstain is MEASURED 3/6, not a pass.
	That statement describes the dated owner-run records below, rather than
	a new evaluation or current model qualification. This is a separate
	abstention-retraining SKU. Not a replacement for `SZL-Khipu-1.5B`.

	Card and metadata review snapshot: [9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/tree/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52).
	No weights were downloaded, no model was loaded, and no evaluation or
	signature verification was rerun in this review.

	## Distributed forms

	\| Form \| Files \| Scope \|
	\|---\|---\|---\|
	\| QLoRA adapter \| `adapter_model.safetensors`, `adapter_config.json` \| The PEFT example below explicitly selects this adapter form. \|
	\| Separate fp32 merged checkpoint \| Root `model.safetensors`, `config.json`, `merge_receipt.json` \| A distinct runtime form; selecting the adapter does not load this merged checkpoint. \|

	Current artifact bytes and their equality to historical evaluated bytes
	were not independently rehashed. The merge receipt's base revision is
	`main@merge-time`, which is not an immutable base identity.

	## Dated evaluation records

	The [2026-08-28 owner-run job record](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/eval_measured.json)
	reports in-process Unsloth generation at temperature 0 with scoring ported
	from `eval_khipu.py`. It reports `held_out_in_gradients: false`.

	\| Metric \| Historical result \| Limit \|
	\|---\|---\|---\|
	\| plan-valid \| 11 / 11 \| Small owner-run synthetic protocol \|
	\| grounding (`eval.jsonl` navigate) \| 5 / 5 \| Five navigation cases \|
	\| abstain (`adversarial.jsonl`) \| 3 / 6 \| Visible release blocker; not a pass \|
	\| hallucinated citations \| 0 \| These cases only \|

	The [2026-09-13 corrected-harness CPU re-verification](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/eval_verified_2026-09-13.json)
	reports 11/11 plan-valid, 5/5 grounding, and 3/6 abstention on rebuilt
	fp16 merges and the published fp32 merge. The owner fixed a decoding
	harness that returned prompt characters instead of generated output;
	all prior fp16 scores produced by that buggy harness are void.
	The corrected runs are separate owner records and do not promote the model.

	No signed R2 eval receipt in this atelier. The linked owner-run records
	are not an independent evaluation or public leaderboard. GPU UNAVAILABLE
	describes the CPU-only re-verification record and the earlier card state;
	no current hardware availability was tested. Publication and autonomy
	eligibility remain false.

	The original Khipu 2/6 abstention record and R2's 3/6 record remain
	separate. No broad quality score or general safety guarantee follows.

	## Historical training

	The prior card and [training receipt](https://huggingface.co/SZLHOLDINGS/KHIPU-R2/blob/9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52/training_receipt.json)
	describe QLoRA r=32, α=64, seed 11, learning rate 2e-4 and 45 epochs,
	on 15 navigation rows plus 8 abstention rows oversampled four times.
	The reported train loss 0.017188… is a training metric, not evaluation.
	The historical adapter digest is
	`e44d53f29f2d443598e06d6c0441557fd3a5010888c7aa97b56ec3c0e050d349`;
	it was not recomputed here. The earlier card records successful job
	`6a91bf11984507d9db4ea104` and prior error `6a91ba2c45686a1580c12020`
	(Trackio 404). This review did not query those jobs or rerun training.

	## Adapter usage

	This example is untested in this review. An owner-verified immutable
	base revision is required; none is invented here. The blank base revision
	fails before imports or remote loading. The adapter repository is pinned
	to the reviewed documentation and metadata snapshot; this is not an
	evaluation binding or release approval.

	```python
	import re

	BASE_REVISION = "" # Supply an owner-verified immutable base commit.
	if not re.fullmatch(r"[0-9a-f]{40}", BASE_REVISION):
	raise ValueError("An owner-verified immutable base revision is required")

	from peft import PeftModel
	from transformers import AutoModelForCausalLM, AutoTokenizer

	base_id = "Qwen/Qwen2.5-1.5B-Instruct"
	adapter_id = "SZLHOLDINGS/KHIPU-R2"
	adapter_revision = "9fc2f7bebeaf4b3d6d26f7a2a1788a27f8c9ed52"
	tok = AutoTokenizer.from_pretrained(base_id, revision=BASE_REVISION)
	base = AutoModelForCausalLM.from_pretrained(base_id, revision=BASE_REVISION)
	model = PeftModel.from_pretrained(base, adapter_id, revision=adapter_revision)
	```

	Outputs are proposals requiring external validation and approval. Lab load
	remains forbidden. [A11OY-MINI](https://huggingface.co/SZLHOLDINGS/A11OY-MINI)
	contains separately scoped legacy and R2 evidence and inherits no KHIPU-R2
	score or qualification.

	Apache-2.0 is declared in metadata. No standalone `LICENSE` is listed at
	the reviewed revision; artifact license coverage was not independently
	verified. A license addition requires source-owner review of that coverage.

	Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
	Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.

	<!-- SZL-CARD-TECHNICAL:v1:END -->
	</details>

	<!-- SZL-NATIVE-ARTWORK:v1 -->
	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.
	<!-- /SZL-NATIVE-ARTWORK:v1 -->

	<!-- SZL-CARD-RESTORATION:2026-11-14:v1 -->
	## Publication restoration note (2026-11-14)

	On 2026-11-14, an off-route automated job stamped the public SZLHOLDINGS Hub
	model cards with a marketing template that replaced curated card bytes,
	including per-model claims this artifact has not earned. This source card in
	szl-holdings/szl-forge is the canonical reviewed card; that job did not alter
	it. This note marks the card so the closed-profile publisher republishes the
	reviewed bytes, banner, and source binding to the Hub with exact readback.
	The incident and the per-model evidence manifest are documented in szl-forge
	under `docs/model-card-overhaul-20261114/`. No qualification, evaluation,
	weight, adapter, config, visibility, hardware, or runtime state changed by
	this note.