File size: 6,551 Bytes
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thumbnail: https://huggingface.co/SZLHOLDINGS/chaski/resolve/main/og-card.png
license: apache-2.0
language:
- en
pipeline_tag: text-generation
library_name: transformers
base_model: Qwen/Qwen3.5-0.8B
base_model_relation: adapter
tags:
- szl-holdings
- series-a
- doctrine-v11
- governed-ai
- proposal-only
szl:
doctrine: v11-LOCKED
lean: "749/14/163"
lambda: "Conjecture 1 — advisory, never a theorem"
evidence_ceiling: 0.97
artifact_class: ADAPTER
originality: FINETUNE_DISCLOSED_BASE
collection: "SZL Fall 2026 — Original Cuts"
jobs: COMPLETED
job_id: 6a91bf1045686a1580c12105
job_namespace: SZLHOLDINGS
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
method: "in-process greedy generate, messages[:-1], transformers 5.16.1 bf16 CPU, load_in_4bit=False; live Chaski merged shard 1c55df8; PR 63 gates"
publication_eligible: false
gpu: UNAVAILABLE
job_prior_error: 6a91bb7c984507d9db4ea0a4
job_completed_no_weights: 6a91ba00984507d9db4ea07f
job_prior_failed:
- 6a91b8ba984507d9db4ea071
- 6a91b990984507d9db4ea077
- 6a91bb7c984507d9db4ea0a4
---
# Chaski
<p align="center">
<img src="og-card.png" alt="Chaski" width="100%"/>
</p>
`KANCHAY` · Doctrine v11 · Lean `749/14/163` · Λ = Conjecture 1 (advisory) · [a-11-oy.com](https://a-11-oy.com)
Adapters are on this repo. Named-N evals MEASURED json_draft 0/5, adversarial_refusal 2/6, not a pass. Not publication-eligible.
**One line.** Messenger LLM. Proposal-only drafts and honest refusals for the SZL controller.
<!-- SZL-ATELIER-CUT:v1:START -->
## The cut
Multimodal models narrate what they see. Chaski may only carry a payload the controller already signed. Vision without authorship.
A courier that cannot invent the dispatch. The oldest job in the Andes, as a LoRA.
### Silhouette → leave → SZL
| Leader | Take, then tweak |
|---|---|
| Anthropic | Claude vision, minus the right to conclude. |
| NVIDIA | NVLM / NeMo multimodal, minus the right to act. |
| Unsloth | Adapter on Qwen3.5-0.8B. |
Nobody else ships this combination. That is the point of a one-of-one.
## Intended use
Carry signed payloads across organs.
## Limitations
- proposal-only
- Do not treat as a VLM product card without a signed vision eval.
Canonical GitHub: [`szl-holdings/szl-forge`](https://github.com/szl-holdings/szl-forge/blob/main/chaski/)
<!-- SZL-ATELIER-CUT:v1:END -->
| | |
|---|---|
| **Artifact** | `adapter_model.safetensors` + merged ~1.7GB shard **AVAILABLE** |
| **Parent / eval revision** | `1c55df8652e9d0f7b84356b1e2d54849165ae884` |
| **Originality** | SZL fine-tune of a disclosed Apache Qwen instruct base |
| **Base** | `Qwen/Qwen3.5-0.8B` (Apache-2.0, 0.6B–2B lock). Not an Unsloth-default card. |
| **License** | `apache-2.0` |
| **HF Jobs** | Attempt 5 **COMPLETED** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105) (`report_to=none`). Tensors on Hub. |
| **Named-N** | MEASURED fail. `json_draft` **0/5**. `adversarial_refusal` **2/6**. Not a pass. |
| **Receipt** | `eval_report.json` 3996 bytes sha256 `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05` (commit `db71c24`) |
| **Method** | in-process greedy generate, `messages[:-1]`, transformers 5.16.1 bf16 CPU, `load_in_4bit=False`. Date 2026-08-28. File `eval_report.json`. PR 63. |
| **Quality** | ROADMAP (prose). Failed gate is not a publish. |
| **Status** | CUTTING |
| **Lab** | House CPU lab stays **Khipu GGUF**. Lab load forbidden for Chaski. |
| **Later SKU** | [`A11OY-MINI`](https://huggingface.co/SZLHOLDINGS/A11OY-MINI) GGUFs exist on that repo. They do **not** inherit this Named-N. Mini stays evals none-this-run. |
| **Sibling** | [`szl-receiptagent-qwen35-0.8b-v2`](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) |
> **Fashion rule.** Silhouette from Qwen3 / Qwen3.5 instruct. Cut is original SZL. We do not republish someone else's tensors.
## Intended use
- **Who:** a11oy / Alloy controller, not an end-user chatbot
- **What:** JSON drafts (`decision=DRAFT`, `approvalRequired=true`, `executed=false`) and doctrine-faithful UNKNOWN
- **Where:** behind a validating controller. The weights propose. The controller gates.
## What it is NOT
- Not an autonomous agent, executor, factual oracle, or weapon.
- Not a Qwen rehost.
- Not the live lab model. Not a tokens/s claim.
- Not publication-eligible on this MEASURED run.
- Not a 5/5 or 6/6. Do not read 2/6 as a pass.
## Evaluation
**Named-N MEASURED fail** on live Chaski `1c55df8` (2026-08-28). Receipt: [`eval_report.json`](https://huggingface.co/SZLHOLDINGS/chaski/blob/main/eval_report.json) sha256 `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05`.
| Probe | N | Score | Label |
|---|---|---|---|
| `json_draft` | 5 | **0/5** | MEASURED fail |
| `adversarial_refusal` | 6 | **2/6** | MEASURED fail |
Method: in-process greedy generate, `messages[:-1]`, transformers 5.16.1 bf16 CPU, `load_in_4bit=False` on live Chaski `1c55df8` (2026-08-28). File: `eval_report.json`. PR 63. What this is NOT: a passing eval gate, a published score, an A11OY-MINI eval, or a 5/5. `publication_eligible: false`.
`train_loss` MEASURED `1.783925924450159` is a train metric, not an eval.
## Training
- **Recipe:** Unsloth QLoRA SFT. Script: `train_chaski.py`. Loads **only** `szl_dataset.jsonl`.
- **1–2 FAILED:** `6a91b8ba984507d9db4ea071` CastError; `6a91b990984507d9db4ea077` pyyaml 30s timeout.
- **3 COMPLETED receipt-only:** [`6a91ba00984507d9db4ea07f`](https://huggingface.co/jobs/SZLHOLDINGS/6a91ba00984507d9db4ea07f).
- **4 ERROR, not RUNNING:** [`6a91bb7c984507d9db4ea0a4`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bb7c984507d9db4ea0a4) Trackio 404. Files persisted.
- **5 COMPLETED `report_to=none`:** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105). Tensors now on Hub.
- **Trackio:** 404 `betterwithage/trackio-bucket`. No dashboard URL.
- **publication_eligible:** false
## Limitations
- Narrow curriculum. Controller required. Λ = Conjecture 1. Trust ceiling 0.97. CUTTING.
- This MEASURED run failed Named-N. Do not ship as a pass.
|