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docs: publish Chaski card from szl-forge@620f68b318a1757d8735f6a4d09cd1f42d68a136

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Exact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.

Files changed (2) hide show
  1. README.md +67 -119
  2. szl-source-binding.json +3 -3
README.md CHANGED
@@ -1,5 +1,5 @@
1
  ---
2
- thumbnail: https://huggingface.co/SZLHOLDINGS/chaski/resolve/main/og-card.png
3
  license: apache-2.0
4
  language:
5
  - en
@@ -9,10 +9,10 @@ base_model: Qwen/Qwen3.5-0.8B
9
  base_model_relation: finetune
10
  tags:
11
  - szl-holdings
12
- - series-a
13
  - doctrine-v11
14
  - governed-ai
15
  - proposal-only
 
16
  szl:
17
  doctrine: v11-LOCKED
18
  lean: 749/14/163
@@ -20,10 +20,6 @@ szl:
20
  evidence_ceiling: 0.97
21
  artifact_class: MERGED_FINETUNE
22
  originality: FINETUNE_DISCLOSED_BASE
23
- collection: SZL Fall 2026 — Original Cuts
24
- jobs: COMPLETED
25
- job_id: 6a91bf1045686a1580c12105
26
- job_namespace: SZLHOLDINGS
27
  weights: AVAILABLE
28
  evals: MEASURED
29
  named_n:
@@ -37,16 +33,9 @@ szl:
37
  report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
38
  report_bytes: 3996
39
  report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
40
- method: in-process greedy generate, messages[:-1], transformers 5.16.1 bf16 CPU,
41
- load_in_4bit=False; live Chaski merged shard 1c55df8; PR 63 gates
42
  publication_eligible: false
 
43
  gpu: UNAVAILABLE
44
- job_prior_error: 6a91bb7c984507d9db4ea0a4
45
- job_completed_no_weights: 6a91ba00984507d9db4ea07f
46
- job_prior_failed:
47
- - 6a91b8ba984507d9db4ea071
48
- - 6a91b990984507d9db4ea077
49
- - 6a91bb7c984507d9db4ea0a4
50
  ---
51
 
52
  <p align="center">
@@ -57,132 +46,91 @@ szl:
57
 
58
  <p align="center"><em>The courier that cannot invent the dispatch.</em></p>
59
 
60
- <p align="center">
61
- <img alt="License: Apache-2.0" src="https://img.shields.io/badge/License-Apache--2.0-8b5cf6?style=flat-square"/>
62
- <img alt="Downloads" src="https://img.shields.io/huggingface/dt/SZLHOLDINGS/chaski?style=flat-square&color=22d3ee&label=downloads"/>
63
- <img alt="Base: Qwen3.5-0.8B" src="https://img.shields.io/badge/base-Qwen3.5--0.8B-334155?style=flat-square"/>
64
- <img alt="Doctrine v11-LOCKED" src="https://img.shields.io/badge/doctrine-v11--LOCKED-0f172a?style=flat-square"/>
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- <img alt="Named-N: MEASURED FAIL" src="https://img.shields.io/badge/Named--N-MEASURED%20FAIL-dc2626?style=flat-square"/>
66
- </p>
67
-
68
- <p align="center">
69
- <code>KANCHAY</code> · Lean <code>749/14/163</code> · Λ = Conjecture 1 (advisory, never a theorem) · <a href="https://a-11-oy.com">a-11-oy.com</a>
70
- </p>
71
-
72
- ---
73
 
74
- > **RESEARCH / NEGATIVE EVIDENCE.** Failed qualification. Not flagship.
75
- > Later SKU `A11OY-MINI` inherits this failed parent. Not a product claim.
76
 
77
- > **Metadata correction 2026-08-30.** This repo declared
78
- > `base_model_relation: adapter` and `artifact_class: ADAPTER` while also declaring
79
- > `weights: AVAILABLE` and shipping a 1.75 GB merged shard. Relative to
80
- > `Qwen/Qwen3.5-0.8B` this is a **finetune**, not an adapter — corrected to
81
- > `base_model_relation: finetune` / `artifact_class: MERGED_FINETUNE`. The card's own
82
- > `originality: FINETUNE_DISCLOSED_BASE` already said so. No eval, weight or receipt
83
- > claim is touched; the MEASURED failing gate below stands exactly as it was.
84
 
85
- ## One line
 
86
 
87
- Messenger LLM. Proposal-only drafts and honest refusals for the SZL controller. Adapters are on this repo. Named-N evals MEASURED `json_draft` 0/5, `adversarial_refusal` 2/6 — not a pass. Not publication-eligible.
88
-
89
- ## The cut
90
-
91
- Multimodal models narrate what they see. Chaski may only carry a payload the controller already signed. Vision without authorship.
92
-
93
- A courier that cannot invent the dispatch. The oldest job in the Andes, as a LoRA.
94
-
95
- | Leader | Take, then tweak |
96
  |---|---|
97
- | Anthropic | Claude vision, minus the right to conclude. |
98
- | NVIDIA | NVLM / NeMo multimodal, minus the right to act. |
99
- | Unsloth | Adapter on Qwen3.5-0.8B. |
100
-
101
- Nobody else ships this combination. That is the point of a one-of-one.
102
-
103
- Canonical GitHub: [`szl-holdings/szl-forge`](https://github.com/szl-holdings/szl-forge/blob/main/chaski/)
 
 
 
 
 
 
104
 
105
- ## Load it right
106
-
107
- Three loadable artifacts sit in this repository at once — a bare `from_pretrained` on the repo id is ambiguous. Be explicit about which one you want.
108
-
109
- | Want | Load |
110
- |---|---|
111
- | the merged finetune | `AutoModelForCausalLM.from_pretrained("SZLHOLDINGS/chaski")` — resolves the merged shard via `model.safetensors.index.json` |
112
- | the LoRA adapter on the stock base | base `Qwen/Qwen3.5-0.8B` + `PeftModel.from_pretrained(base, "SZLHOLDINGS/chaski")` |
113
- | the Unsloth-base adapter | base `unsloth/...-bnb-4bit` + PEFT pointed at the `adapter-unsloth` subfolder |
114
-
115
- Three sharp edges worth knowing before you debug them:
116
-
117
- - **Both `config.json` and `adapter_config.json` live at the repo root.** With `peft` installed, some loader paths follow the adapter rather than the merged weights. Pass the path you mean rather than relying on precedence.
118
- - **The merged shard has a non-standard filename**, `model.safetensors-00001-of-00001.safetensors` instead of the conventional `model-00001-of-00001.safetensors`. It resolves through the index file, but tooling that globs the conventional pattern will not find it.
119
- - **`config.json` is `Qwen3_5ForConditionalGeneration` and carries a `vision_config`;** visual weights are present in the index. If you only want text, that tower still loads.
120
 
121
- ## Specification
122
 
123
- | | |
124
- |---|---|
125
- | **Artifact** | `adapter_model.safetensors` + merged ~1.7GB shard **AVAILABLE** |
126
- | **Parent / eval revision** | `1c55df8652e9d0f7b84356b1e2d54849165ae884` |
127
- | **Originality** | SZL fine-tune of a disclosed Apache Qwen instruct base |
128
- | **Base** | `Qwen/Qwen3.5-0.8B` (Apache-2.0, 0.6B–2B lock). Not an Unsloth-default card. |
129
- | **License** | `apache-2.0` |
130
- | **HF Jobs** | Attempt 5 **COMPLETED** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105) (`report_to=none`). Tensors on Hub. |
131
- | **Named-N** | MEASURED fail. `json_draft` **0/5**. `adversarial_refusal` **2/6**. Not a pass. |
132
- | **Receipt** | `eval_report.json` 3996 bytes sha256 `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05` (commit `db71c24`) |
133
- | **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. |
134
- | **Quality** | ROADMAP (prose). Failed gate is not a publish. |
135
- | **Status** | CUTTING |
136
- | **Lab** | House CPU lab stays **Khipu GGUF**. Lab load forbidden for Chaski. |
137
- | **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. |
138
- | **Sibling** | [`szl-receiptagent-qwen35-0.8b-v2`](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) |
139
 
140
- ## Evaluation
 
 
141
 
142
- **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`.
 
 
143
 
144
- | Probe | N | Score | Label |
145
- |---|---|---|---|
146
- | `json_draft` | 5 | **0/5** | MEASURED fail |
147
- | `adversarial_refusal` | 6 | **2/6** | MEASURED fail |
148
 
149
- 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`.
 
150
 
151
- `train_loss` MEASURED `1.783925924450159` is a train metric, not an eval.
 
152
 
153
- ## Training
 
 
 
 
154
 
155
- - **Recipe:** Unsloth QLoRA SFT. Script: `train_chaski.py`. Loads **only** `szl_dataset.jsonl`.
156
- - **1–2 FAILED:** `6a91b8ba984507d9db4ea071` CastError; `6a91b990984507d9db4ea077` pyyaml 30s timeout.
157
- - **3 COMPLETED receipt-only:** [`6a91ba00984507d9db4ea07f`](https://huggingface.co/jobs/SZLHOLDINGS/6a91ba00984507d9db4ea07f).
158
- - **4 ERROR, not RUNNING:** [`6a91bb7c984507d9db4ea0a4`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bb7c984507d9db4ea0a4) Trackio 404. Files persisted.
159
- - **5 COMPLETED `report_to=none`:** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105). Tensors now on Hub.
160
- - **Trackio:** 404 `betterwithage/trackio-bucket`. No dashboard URL.
161
- - **publication_eligible:** false
162
 
163
  ## Intended use
164
 
165
- - **Who:** a11oy / Alloy controller, not an end-user chatbot
166
- - **What:** JSON drafts (`decision=DRAFT`, `approvalRequired=true`, `executed=false`) and doctrine-faithful UNKNOWN — carry signed payloads across organs
167
- - **Where:** behind a validating controller. The weights propose. The controller gates.
168
 
169
- ## What it is NOT
170
 
171
- - Not an autonomous agent, executor, factual oracle, or weapon.
172
- - Not a Qwen rehost.
173
- - Not the live lab model. Not a tokens/s claim.
174
- - Not publication-eligible on this MEASURED run.
175
- - Not a 5/5 or 6/6. Do not read 2/6 as a pass.
176
- - Not a VLM product card without a signed vision eval.
177
 
178
  ## Limitations
179
 
180
- - Proposal-only. Narrow curriculum. Controller required.
181
- - Λ = Conjecture 1. Trust ceiling 0.97. CUTTING.
182
- - This MEASURED run failed Named-N. Do not ship as a pass.
183
-
184
- ---
185
 
186
- <p align="center">
187
- <sub><strong>Fashion rule.</strong> Silhouette from Qwen3 / Qwen3.5 instruct. Cut is original SZL. We do not republish someone else's tensors.</sub>
188
- </p>
 
1
  ---
2
+ thumbnail: https://huggingface.co/SZLHOLDINGS/chaski/resolve/main/holo-banner.svg
3
  license: apache-2.0
4
  language:
5
  - en
 
9
  base_model_relation: finetune
10
  tags:
11
  - szl-holdings
 
12
  - doctrine-v11
13
  - governed-ai
14
  - proposal-only
15
+ - research
16
  szl:
17
  doctrine: v11-LOCKED
18
  lean: 749/14/163
 
20
  evidence_ceiling: 0.97
21
  artifact_class: MERGED_FINETUNE
22
  originality: FINETUNE_DISCLOSED_BASE
 
 
 
 
23
  weights: AVAILABLE
24
  evals: MEASURED
25
  named_n:
 
33
  report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
34
  report_bytes: 3996
35
  report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
 
 
36
  publication_eligible: false
37
+ autonomy_eligible: false
38
  gpu: UNAVAILABLE
 
 
 
 
 
 
39
  ---
40
 
41
  <p align="center">
 
46
 
47
  <p align="center"><em>The courier that cannot invent the dispatch.</em></p>
48
 
49
+ > **RESEARCH / NEGATIVE EVIDENCE. Failed qualification. Not flagship.**
50
+ > The current Named-N run failed both release gates. This card does not promote
51
+ > the model, its later SKUs, or any live endpoint.
 
 
 
 
 
 
 
 
 
 
52
 
53
+ ## Contract
 
54
 
55
+ Chaski is an SZL fine-tune of the disclosed Apache-2.0 base
56
+ [`Qwen/Qwen3.5-0.8B`](https://huggingface.co/Qwen/Qwen3.5-0.8B). It produces
57
+ proposal-only drafts behind a validating controller. The model does not execute
58
+ actions, authorize mutations, or convert uncertainty into a fact.
 
 
 
59
 
60
+ **No uniqueness claim is made.** The value of this artifact is its explicit
61
+ controller boundary, disclosed lineage, and retained negative evidence.
62
 
63
+ | Field | Verified statement |
 
 
 
 
 
 
 
 
64
  |---|---|
65
+ | Artifact | Merged fine-tune plus LoRA artifacts are present on the Hub repository |
66
+ | Parent/eval revision | `1c55df8652e9d0f7b84356b1e2d54849165ae884` |
67
+ | Base relation | `finetune`; `artifact_class: MERGED_FINETUNE` |
68
+ | Originality | `FINETUNE_DISCLOSED_BASE` |
69
+ | Publication eligibility | `false` |
70
+ | Autonomy eligibility | `false` |
71
+ | Lambda | Conjecture 1, advisory and never a theorem |
72
+ | Trust ceiling | `0.97` |
73
+
74
+ Canonical source:
75
+ [`szl-holdings/szl-forge/chaski/card`](https://github.com/szl-holdings/szl-forge/tree/main/chaski/card).
76
+ Exact publication source and asset hashes are recorded in
77
+ `szl-source-binding.json` on this model repository.
78
 
79
+ ## Evaluation
 
 
 
 
 
 
 
 
 
 
 
 
 
 
80
 
81
+ **Named-N: MEASURED FAIL.** The measured run on 2026-08-28 is a failed gate, not a passing benchmark.
82
 
83
+ | Probe | Result | Interpretation |
84
+ |---|---:|---|
85
+ | JSON draft | **0/5** | failed |
86
+ | Adversarial refusal | **2/6** | failed |
87
+ | Hallucinated citations | **0 observed in this bounded run** | not a general guarantee |
 
 
 
 
 
 
 
 
 
 
 
88
 
89
+ Receipt: `eval_report.json`, 3996 bytes, SHA-256
90
+ `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05`,
91
+ source commit `db71c243d0176bccff1ff087cd4dd57663bd6502`.
92
 
93
+ Method: in-process greedy generation over `messages[:-1]`, Transformers 5.16.1,
94
+ bf16 CPU, `load_in_4bit=False`. This evidence does not transfer to
95
+ `A11OY-MINI`, another revision, another runtime, or another prompt set.
96
 
97
+ ## Loading
 
 
 
98
 
99
+ The repository contains multiple loadable forms. Select the intended artifact
100
+ explicitly rather than relying on loader precedence.
101
 
102
+ ```python
103
+ from transformers import AutoModelForCausalLM
104
 
105
+ model = AutoModelForCausalLM.from_pretrained(
106
+ "SZLHOLDINGS/chaski",
107
+ trust_remote_code=False,
108
+ )
109
+ ```
110
 
111
+ For the LoRA path, load `Qwen/Qwen3.5-0.8B` first and attach the adapter with
112
+ PEFT. The root contains both `config.json` and `adapter_config.json`; callers
113
+ must verify which path their library selects. The merged shard uses a
114
+ non-standard filename resolved through its index.
 
 
 
115
 
116
  ## Intended use
117
 
118
+ - Proposal-only JSON drafts with `approvalRequired=true` and `executed=false`.
119
+ - Doctrine-faithful abstention and routing experiments.
120
+ - Research behind an independent validator and human approval boundary.
121
 
122
+ ## Prohibited interpretation
123
 
124
+ - Not an autonomous agent, executor, factual oracle, or weapons system.
125
+ - Not a passing 5/5 or 6/6 release.
126
+ - Not evidence of a deployed Alloy endpoint.
127
+ - Not evidence that a later SKU inherits this evaluation.
128
+ - **Lab load forbidden for Chaski.**
 
129
 
130
  ## Limitations
131
 
132
+ Narrow curriculum, small bounded evaluation, CPU-only measured run, and failed
133
+ release gates. A new model or runtime revision requires a new immutable
134
+ evaluation receipt; this card cannot confer approval.
 
 
135
 
136
+ Doctrine v11 LOCKED. Λ = Conjecture 1. Owner: Stephen Lutar / SZL Holdings.
 
 
szl-source-binding.json CHANGED
@@ -21,8 +21,8 @@
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  "source": {
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  "assets": {
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  "README.md": {
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- "sha256": "f2a2e434fb0c628214881f9ce0c6a86f9c570d34dd69a727597ce14a3c403e43"
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  "holo-banner.svg": {
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  "bytes": 1374,
@@ -30,7 +30,7 @@
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  "repository": "szl-holdings/szl-forge",
33
- "revision": "a64a35969218bf0735b24249e6580ed9ec954b43"
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  },
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  "target": {
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  "controlled_paths": [
 
21
  "source": {
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  "assets": {
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  "README.md": {
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+ "bytes": 4695,
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+ "sha256": "fbd3f10904e5066adda55054ec88aca9002d79669c2d138935de2008a8db51d6"
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  "repository": "szl-holdings/szl-forge",
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+ "revision": "620f68b318a1757d8735f6a4d09cd1f42d68a136"
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  "target": {
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  "controlled_paths": [