--- 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

Chaski

`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. ## 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/) | | | |---|---| | **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.