Instructions to use SZLHOLDINGS/chaski with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SZLHOLDINGS/chaski with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="SZLHOLDINGS/chaski")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("SZLHOLDINGS/chaski")
model = AutoModelForMultimodalLM.from_pretrained("SZLHOLDINGS/chaski", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SZLHOLDINGS/chaski with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SZLHOLDINGS/chaski"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/SZLHOLDINGS/chaski

SGLang

How to use SZLHOLDINGS/chaski with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "SZLHOLDINGS/chaski" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "SZLHOLDINGS/chaski" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use SZLHOLDINGS/chaski with Docker Model Runner:
```
docker model run hf.co/SZLHOLDINGS/chaski
```

chaski / README.md

betterwithage

docs: publish Chaski card from szl-forge@cd66836ac2df83ecbebb101d40047a63ad3de463

8bae866 verified 16 days ago

preview code

Raw History Blame Contribute Delete

12.7 kB

---
thumbnail: https://huggingface.co/SZLHOLDINGS/chaski/resolve/main/holo-banner.svg
license: apache-2.0
language:
- en
pipeline_tag: text-generation
library_name: transformers
base_model: Qwen/Qwen3.5-0.8B
base_model_relation: finetune
tags:
- szl-holdings
- doctrine-v11
- governed-ai
- proposal-only
- research
szl:
  doctrine: v11-LOCKED
  lean: 749/14/163
  lambda: Conjecture 1 — advisory, never a theorem
  evidence_ceiling: 0.97
  artifact_class: MERGED_FINETUNE
  originality: FINETUNE_DISCLOSED_BASE
  weights: AVAILABLE
  evals: MEASURED
  named_n:
    revision: 1c55df8652e9d0f7b84356b1e2d54849165ae884
    date: '2026-08-28'
    json_draft: 0/5
    adversarial_refusal: 2/6
    label: MEASURED
    gate: fail
    report: eval_report.json
    report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
    report_bytes: 3996
    report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
  publication_eligible: false
  autonomy_eligible: false
  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>

# Chaski

A controller-bound drafting experiment that retains its failed qualification as research evidence.

**Artifact:** Fine-tuned checkpoint; separate LoRA adapter · **Stage:** HOLD · failed qualification

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

Provider compatibility support [requested on 4 October 2026](https://huggingface.co/spaces/huggingface/InferenceSupport/discussions/12783). No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged.

## Before you use it

- The historical release gates failed: 0/5 JSON drafts and 2/6 adversarial refusals. Publication and autonomy eligibility remain false.
- Choose the exact checkpoint or adapter form. Adapter evaluation must record the loader class and all 192/192 applied tensors.
- Generated drafts remain untrusted and require an independent validating controller. This artifact is not a promoted flagship.

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

<!-- SZL-CARD-TECHNICAL:v1:START -->
<!-- szl:loader-class-boundary -->
> **Loader-class boundary (noted 2026-09-30).** The adapter tensors are keyed for the multimodal module layout (`base_model.model.model.language_model.layers.*`, the class `Qwen3_5ForConditionalGeneration` / `AutoModelForImageTextToText`). Under transformers 5.18, `AutoModelForCausalLM` instantiates `Qwen3_5ForCausalLM` (`model.layers.*`); PEFT then applies 0 of the 192 adapter tensors and emits only a warning, so the result is the bare base model (observed and receipted on the sibling `SZLHOLDINGS/chaski-r2` adapter, which shares this exact key layout: byte-identical base outputs on the held-out prompts). Any run that reports a score for this adapter must show adapter key coverage (192/192) and the loader class it used; a record without those fields does not establish that the adapter was applied. Evidence: szl-holdings/szl-forge `tools/geh_v8/evidence_sandbox/chaski_probe/` (CPU replay receipts, #444). Metadata-only note; it authorizes no load, changes no artifact, and adds no claim.
<p align="center">
  <img src="holo-banner.svg" alt="Chaski — SZL holographic banner" width="100%"/>
</p>
<h1 align="center">C H A S K I</h1>
<p align="center"><em>A controller-bound courier experiment with its failed qualification retained.</em></p>
> **RESEARCH / NEGATIVE EVIDENCE. Failed qualification. Not flagship.**
> The historical Named-N run failed both release gates. This card does not promote
> the model, its later SKUs, or any live endpoint.
## Contract
Chaski is an SZL fine-tune of the disclosed Apache-2.0 base
[`Qwen/Qwen3.5-0.8B`](https://huggingface.co/Qwen/Qwen3.5-0.8B). It produces
proposal-only drafts intended for an independent validating controller. Model
outputs remain untrusted: this architecture does not establish that the model
cannot invent content. Execution and mutation approval belong to the separate
controller and human approval boundary, not to generated text.
**No uniqueness claim is made.** The value of this artifact is its explicit
controller boundary, disclosed lineage, and retained negative evidence.
| Field | Recorded statement |
|---|---|
| Artifact | Merged fine-tune plus LoRA artifacts are present on the Hub repository |
| Parent/eval revision | `1c55df8652e9d0f7b84356b1e2d54849165ae884` |
| Base relation | `finetune`; `artifact_class: MERGED_FINETUNE` |
| Originality | `FINETUNE_DISCLOSED_BASE` |
| Publication eligibility | `false` |
| Autonomy eligibility | `false` |
| Lambda | Conjecture 1, advisory and never a theorem |
| Declared policy ceiling | `0.97`; not a measured accuracy, confidence calibration, or safety score |
Canonical source:
[`szl-holdings/szl-forge/chaski/card`](https://github.com/szl-holdings/szl-forge/tree/main/chaski/card).
Exact publication source and asset hashes are recorded in
`szl-source-binding.json` on this model repository. A source-binding receipt
identifies card assets; it does not qualify model behavior.
## Artifact and metadata scope
The artifact inventory and small-config review below refer to Hub revision
`90b99063731a8c9e7d4567bfa44231b081ba2932`. This is a documentation review
snapshot, not a newly evaluated model revision.
| Form or metadata | Observed scope and unresolved boundary |
|---|---|
| Root merged checkpoint | `config.json`, `model.safetensors.index.json`, and the nonstandard indexed shard `model.safetensors-00001-of-00001.safetensors` are listed; tensor contents and runtime selection were not tested |
| Root LoRA adapter | `adapter_config.json` and `adapter_model.safetensors` coexist with merged metadata; the adapter must be selected separately from the merged checkpoint |
| `adapter-unsloth/` residue | Separately listed adapter files; their configuration, tensor equality, and evaluation applicability were not established in this review |
| Declared base | Card metadata names `Qwen/Qwen3.5-0.8B`; the inspected root adapter config names `unsloth/Qwen3.5-0.8B` with `revision: null`. An immutable base revision is not recorded there, and equivalence between those distributions is unverified |
| Runtime wrapper | Root adapter metadata names `Qwen3_5ForConditionalGeneration` from `transformers.models.qwen3_5.modeling_qwen3_5`; merged config declares the same architecture. Compatible client versions and successful loading remain unverified |
Immutable small-config references:
[root adapter config](https://huggingface.co/SZLHOLDINGS/chaski/blob/90b99063731a8c9e7d4567bfa44231b081ba2932/adapter_config.json)
and [merged config](https://huggingface.co/SZLHOLDINGS/chaski/blob/90b99063731a8c9e7d4567bfa44231b081ba2932/config.json).
The merged config contains vision settings; the recorded text-only run does
not establish vision qualification. No weights were downloaded or rehashed
for this card correction.
## Evaluation
**Named-N: MEASURED FAIL.** The measured run on 2026-08-28 is a failed gate, not a passing benchmark.
| Probe | Result | Interpretation |
|---|---:|---|
| JSON draft | **0/5** | failed |
| Adversarial refusal | **2/6** | failed |
| Hallucinated citations | **0 observed in this bounded run** | not a general guarantee |
Receipt: `eval_report.json`, 3996 bytes, SHA-256
`4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05`,
source commit `db71c243d0176bccff1ff087cd4dd57663bd6502`.

Method: in-process greedy generation over `messages[:-1]`, Transformers 5.16.1,
bf16 CPU, `load_in_4bit=False`. This evidence does not transfer to
`A11OY-MINI`, another revision, another runtime, or another prompt set. The
historical evaluated revision and the later review snapshot are distinct;
current packaged tensor equality to the evaluated artifact was not verified.

## Research loading review

**Lab load forbidden for Chaski.** The review preflight below imports only Python
standard-library modules. It does not fetch artifacts, import a model client,
or load weights. Runtime loading has not been validated by this card correction;
the review preflight does not authorize a runtime. No validated runtime loader
is supplied by this card.

Before a separately authorized offline experiment, a reviewer must select the
form, an immutable Chaski artifact revision, a compatible wrapper/client build,
and, for the adapter form, the actual base distribution and its immutable
revision. The inspected adapter config leaves the base revision unknown; the
example deliberately supplies no fallback to `main` or to the differently named
Qwen distribution. Supplying syntactically valid values does not qualify them.

```python
import os
import re
full_revision = re.compile(r"[0-9a-f]{40}")
form = os.environ.get("CHASKI_REVIEWED_FORM", "")
artifact_revision = os.environ.get("CHASKI_REVIEWED_ARTIFACT_REVISION", "")
wrapper = os.environ.get("CHASKI_REVIEWED_WRAPPER", "")
client_build = os.environ.get("CHASKI_REVIEWED_CLIENT_BUILD", "")
if form not in {"merged", "root-adapter"}:
    raise RuntimeError("Select the separately reviewed merged or root-adapter form")
if not full_revision.fullmatch(artifact_revision):
    raise RuntimeError("An independently reviewed immutable Chaski revision is required")
if wrapper != "Qwen3_5ForConditionalGeneration" or not client_build.strip():
    raise RuntimeError("Record the reviewed compatible wrapper and client build first")
review_inputs = {
    "form": form,
    "artifact_revision": artifact_revision,
    "wrapper": wrapper,
    "client_build": client_build,
}
if form == "root-adapter":
    base_id = os.environ.get("CHASKI_REVIEWED_BASE_ID", "")
    base_revision = os.environ.get("CHASKI_REVIEWED_BASE_REVISION", "")
    if base_id != "unsloth/Qwen3.5-0.8B":
        raise RuntimeError("Resolve the configured Unsloth base before adapter loading")
    if not full_revision.fullmatch(base_revision):
        raise RuntimeError("The adapter config does not record an immutable base revision")
    review_inputs.update(base_id=base_id, base_revision=base_revision)
# Review inputs only. No from_pretrained(), adapter attachment, or inference.
```

For a merged-form experiment, prepare a separately verified local merged
snapshot that excludes adapter metadata, preserves the selected index/shards,
and binds every copied file to the reviewed artifact revision. Do not rewrite
the public repository to achieve that separation. For an adapter-form
experiment, use the reviewed compatible base wrapper and explicitly attach only
the selected root adapter with PEFT. A generic call on the mixed repository
does not establish which form the library selects. Neither form is granted
qualification by this loading note.

## Intended use

- Proposal-only JSON drafts with `approvalRequired=true` and `executed=false`.
- Doctrine-faithful abstention and routing experiments.
- Research behind an independent validator and human approval boundary.

## Prohibited interpretation

- Not an autonomous agent, executor, factual oracle, or weapons system.
- Not a passing 5/5 or 6/6 release.
- Not evidence of a deployed Alloy endpoint.
- Not evidence that a later SKU inherits this evaluation.
- **Lab load forbidden for Chaski.**

## License scope

Apache-2.0 is declared in card metadata. A standalone `LICENSE` file is
absent from the catalogued Hub revision
`90b99063731a8c9e7d4567bfa44231b081ba2932`. Artifact license coverage and
ownership have not been independently verified. This card correction does
not add a license file or assert relicensing authority.

## Limitations

Narrow curriculum, small bounded evaluation, CPU-only measured run, and failed
release gates. A new model or runtime revision requires a new immutable
evaluation receipt; this card cannot confer approval.

Doctrine v11 LOCKED. Λ = Conjecture 1. Owner: Stephen Lutar / SZL Holdings.

<!-- 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 -->

	---
	thumbnail: https://huggingface.co/SZLHOLDINGS/chaski/resolve/main/holo-banner.svg
	license: apache-2.0
	language:
	- en
	pipeline_tag: text-generation
	library_name: transformers
	base_model: Qwen/Qwen3.5-0.8B
	base_model_relation: finetune
	tags:
	- szl-holdings
	- doctrine-v11
	- governed-ai
	- proposal-only
	- research
	szl:
	doctrine: v11-LOCKED
	lean: 749/14/163
	lambda: Conjecture 1 — advisory, never a theorem
	evidence_ceiling: 0.97
	artifact_class: MERGED_FINETUNE
	originality: FINETUNE_DISCLOSED_BASE
	weights: AVAILABLE
	evals: MEASURED
	named_n:
	revision: 1c55df8652e9d0f7b84356b1e2d54849165ae884
	date: '2026-08-28'
	json_draft: 0/5
	adversarial_refusal: 2/6
	label: MEASURED
	gate: fail
	report: eval_report.json
	report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
	report_bytes: 3996
	report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
	publication_eligible: false
	autonomy_eligible: false
	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>

	# Chaski

	A controller-bound drafting experiment that retains its failed qualification as research evidence.

	Artifact: Fine-tuned checkpoint; separate LoRA adapter · Stage: HOLD · failed qualification

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

	Provider compatibility support [requested on 4 October 2026](https://huggingface.co/spaces/huggingface/InferenceSupport/discussions/12783). No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged.

	## Before you use it

	- The historical release gates failed: 0/5 JSON drafts and 2/6 adversarial refusals. Publication and autonomy eligibility remain false.
	- Choose the exact checkpoint or adapter form. Adapter evaluation must record the loader class and all 192/192 applied tensors.
	- Generated drafts remain untrusted and require an independent validating controller. This artifact is not a promoted flagship.

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

	<!-- SZL-CARD-TECHNICAL:v1:START -->
	<!-- szl:loader-class-boundary -->
	> Loader-class boundary (noted 2026-09-30). The adapter tensors are keyed for the multimodal module layout (`base_model.model.model.language_model.layers.`, the class `Qwen3_5ForConditionalGeneration` / `AutoModelForImageTextToText`). Under transformers 5.18, `AutoModelForCausalLM` instantiates `Qwen3_5ForCausalLM` (`model.layers.`); PEFT then applies 0 of the 192 adapter tensors and emits only a warning, so the result is the bare base model (observed and receipted on the sibling `SZLHOLDINGS/chaski-r2` adapter, which shares this exact key layout: byte-identical base outputs on the held-out prompts). Any run that reports a score for this adapter must show adapter key coverage (192/192) and the loader class it used; a record without those fields does not establish that the adapter was applied. Evidence: szl-holdings/szl-forge `tools/geh_v8/evidence_sandbox/chaski_probe/` (CPU replay receipts, #444). Metadata-only note; it authorizes no load, changes no artifact, and adds no claim.


	<p align="center">
	<img src="holo-banner.svg" alt="Chaski — SZL holographic banner" width="100%"/>
	</p>

	<h1 align="center">C H A S K I</h1>

	<p align="center"><em>A controller-bound courier experiment with its failed qualification retained.</em></p>

	> RESEARCH / NEGATIVE EVIDENCE. Failed qualification. Not flagship.
	> The historical Named-N run failed both release gates. This card does not promote
	> the model, its later SKUs, or any live endpoint.

	## Contract

	Chaski is an SZL fine-tune of the disclosed Apache-2.0 base
	[`Qwen/Qwen3.5-0.8B`](https://huggingface.co/Qwen/Qwen3.5-0.8B). It produces
	proposal-only drafts intended for an independent validating controller. Model
	outputs remain untrusted: this architecture does not establish that the model
	cannot invent content. Execution and mutation approval belong to the separate
	controller and human approval boundary, not to generated text.

	No uniqueness claim is made. The value of this artifact is its explicit
	controller boundary, disclosed lineage, and retained negative evidence.

	\| Field \| Recorded statement \|
	\|---\|---\|
	\| Artifact \| Merged fine-tune plus LoRA artifacts are present on the Hub repository \|
	\| Parent/eval revision \| `1c55df8652e9d0f7b84356b1e2d54849165ae884` \|
	\| Base relation \| `finetune`; `artifact_class: MERGED_FINETUNE` \|
	\| Originality \| `FINETUNE_DISCLOSED_BASE` \|
	\| Publication eligibility \| `false` \|
	\| Autonomy eligibility \| `false` \|
	\| Lambda \| Conjecture 1, advisory and never a theorem \|
	\| Declared policy ceiling \| `0.97`; not a measured accuracy, confidence calibration, or safety score \|

	Canonical source:
	[`szl-holdings/szl-forge/chaski/card`](https://github.com/szl-holdings/szl-forge/tree/main/chaski/card).
	Exact publication source and asset hashes are recorded in
	`szl-source-binding.json` on this model repository. A source-binding receipt
	identifies card assets; it does not qualify model behavior.

	## Artifact and metadata scope

	The artifact inventory and small-config review below refer to Hub revision
	`90b99063731a8c9e7d4567bfa44231b081ba2932`. This is a documentation review
	snapshot, not a newly evaluated model revision.

	\| Form or metadata \| Observed scope and unresolved boundary \|
	\|---\|---\|
	\| Root merged checkpoint \| `config.json`, `model.safetensors.index.json`, and the nonstandard indexed shard `model.safetensors-00001-of-00001.safetensors` are listed; tensor contents and runtime selection were not tested \|
	\| Root LoRA adapter \| `adapter_config.json` and `adapter_model.safetensors` coexist with merged metadata; the adapter must be selected separately from the merged checkpoint \|
	\| `adapter-unsloth/` residue \| Separately listed adapter files; their configuration, tensor equality, and evaluation applicability were not established in this review \|
	\| Declared base \| Card metadata names `Qwen/Qwen3.5-0.8B`; the inspected root adapter config names `unsloth/Qwen3.5-0.8B` with `revision: null`. An immutable base revision is not recorded there, and equivalence between those distributions is unverified \|
	\| Runtime wrapper \| Root adapter metadata names `Qwen3_5ForConditionalGeneration` from `transformers.models.qwen3_5.modeling_qwen3_5`; merged config declares the same architecture. Compatible client versions and successful loading remain unverified \|

	Immutable small-config references:
	[root adapter config](https://huggingface.co/SZLHOLDINGS/chaski/blob/90b99063731a8c9e7d4567bfa44231b081ba2932/adapter_config.json)
	and [merged config](https://huggingface.co/SZLHOLDINGS/chaski/blob/90b99063731a8c9e7d4567bfa44231b081ba2932/config.json).
	The merged config contains vision settings; the recorded text-only run does
	not establish vision qualification. No weights were downloaded or rehashed
	for this card correction.

	## Evaluation

	Named-N: MEASURED FAIL. The measured run on 2026-08-28 is a failed gate, not a passing benchmark.

	\| Probe \| Result \| Interpretation \|
	\|---\|---:\|---\|
	\| JSON draft \| 0/5 \| failed \|
	\| Adversarial refusal \| 2/6 \| failed \|
	\| Hallucinated citations \| 0 observed in this bounded run \| not a general guarantee \|

	Receipt: `eval_report.json`, 3996 bytes, SHA-256
	`4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05`,
	source commit `db71c243d0176bccff1ff087cd4dd57663bd6502`.

	Method: in-process greedy generation over `messages[:-1]`, Transformers 5.16.1,
	bf16 CPU, `load_in_4bit=False`. This evidence does not transfer to
	`A11OY-MINI`, another revision, another runtime, or another prompt set. The
	historical evaluated revision and the later review snapshot are distinct;
	current packaged tensor equality to the evaluated artifact was not verified.

	## Research loading review

	Lab load forbidden for Chaski. The review preflight below imports only Python
	standard-library modules. It does not fetch artifacts, import a model client,
	or load weights. Runtime loading has not been validated by this card correction;
	the review preflight does not authorize a runtime. No validated runtime loader
	is supplied by this card.

	Before a separately authorized offline experiment, a reviewer must select the
	form, an immutable Chaski artifact revision, a compatible wrapper/client build,
	and, for the adapter form, the actual base distribution and its immutable
	revision. The inspected adapter config leaves the base revision unknown; the
	example deliberately supplies no fallback to `main` or to the differently named
	Qwen distribution. Supplying syntactically valid values does not qualify them.

	```python
	import os
	import re

	full_revision = re.compile(r"[0-9a-f]{40}")
	form = os.environ.get("CHASKI_REVIEWED_FORM", "")
	artifact_revision = os.environ.get("CHASKI_REVIEWED_ARTIFACT_REVISION", "")
	wrapper = os.environ.get("CHASKI_REVIEWED_WRAPPER", "")
	client_build = os.environ.get("CHASKI_REVIEWED_CLIENT_BUILD", "")

	if form not in {"merged", "root-adapter"}:
	raise RuntimeError("Select the separately reviewed merged or root-adapter form")
	if not full_revision.fullmatch(artifact_revision):
	raise RuntimeError("An independently reviewed immutable Chaski revision is required")
	if wrapper != "Qwen3_5ForConditionalGeneration" or not client_build.strip():
	raise RuntimeError("Record the reviewed compatible wrapper and client build first")

	review_inputs = {
	"form": form,
	"artifact_revision": artifact_revision,
	"wrapper": wrapper,
	"client_build": client_build,
	}
	if form == "root-adapter":
	base_id = os.environ.get("CHASKI_REVIEWED_BASE_ID", "")
	base_revision = os.environ.get("CHASKI_REVIEWED_BASE_REVISION", "")
	if base_id != "unsloth/Qwen3.5-0.8B":
	raise RuntimeError("Resolve the configured Unsloth base before adapter loading")
	if not full_revision.fullmatch(base_revision):
	raise RuntimeError("The adapter config does not record an immutable base revision")
	review_inputs.update(base_id=base_id, base_revision=base_revision)

	# Review inputs only. No from_pretrained(), adapter attachment, or inference.
	```

	For a merged-form experiment, prepare a separately verified local merged
	snapshot that excludes adapter metadata, preserves the selected index/shards,
	and binds every copied file to the reviewed artifact revision. Do not rewrite
	the public repository to achieve that separation. For an adapter-form
	experiment, use the reviewed compatible base wrapper and explicitly attach only
	the selected root adapter with PEFT. A generic call on the mixed repository
	does not establish which form the library selects. Neither form is granted
	qualification by this loading note.

	## Intended use

	- Proposal-only JSON drafts with `approvalRequired=true` and `executed=false`.
	- Doctrine-faithful abstention and routing experiments.
	- Research behind an independent validator and human approval boundary.

	## Prohibited interpretation

	- Not an autonomous agent, executor, factual oracle, or weapons system.
	- Not a passing 5/5 or 6/6 release.
	- Not evidence of a deployed Alloy endpoint.
	- Not evidence that a later SKU inherits this evaluation.
	- Lab load forbidden for Chaski.

	## License scope

	Apache-2.0 is declared in card metadata. A standalone `LICENSE` file is
	absent from the catalogued Hub revision
	`90b99063731a8c9e7d4567bfa44231b081ba2932`. Artifact license coverage and
	ownership have not been independently verified. This card correction does
	not add a license file or assert relicensing authority.

	## Limitations

	Narrow curriculum, small bounded evaluation, CPU-only measured run, and failed
	release gates. A new model or runtime revision requires a new immutable
	evaluation receipt; this card cannot confer approval.

	Doctrine v11 LOCKED. Λ = Conjecture 1. Owner: Stephen Lutar / SZL Holdings.

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

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