SZLHOLDINGS

chaski

README

License: apache-2.0

Contract

Chaski is an SZL fine-tune of the disclosed Apache-2.0 base Qwen/Qwen3.5-0.8B. It produces proposal-only drafts behind a validating controller. The model does not execute actions, authorize mutations, or convert uncertainty into a fact.

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

Table with columns: Field, Verified statement
Field	Verified 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
Trust ceiling	`0.97`

Canonical source: szl-holdings/szl-forge/chaski/card. Exact publication source and asset hashes are recorded in szl-source-binding.json on this model repository.

Evaluation

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

Table with columns: Probe, Result, Interpretation
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.

Loading

The repository contains multiple loadable forms. Select the intended artifact explicitly rather than relying on loader precedence.

python
from transformers import AutoModelForCausalLM

model = AutoModelForCausalLM.from_pretrained(
    "SZLHOLDINGS/chaski",
    trust_remote_code=False,
)

For the LoRA path, load Qwen/Qwen3.5-0.8B first and attach the adapter with PEFT. The root contains both config.json and adapter_config.json; callers must verify which path their library selects. The merged shard uses a non-standard filename resolved through its index.

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.

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.

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Model Details

Model Provider

SZLHOLDINGS

Model Tree

Base

Qwen/Qwen3.5-0.8B

Fine-tuned

this model

Input Modalities

TextImageVideo

Output Modalities

Text

Supported Functionality