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

Commit History

Sep 27

20:58
docs(card): estate audit 2026-09-25 — honest labels, dead links, metadata⁠

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Sep 11

23:42
honesty: stamp NON-RELEASE / RESEARCH banner

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Sep 8

11:14
docs: publish Chaski card from szl-forge@47436ebbb049edb2e92dc022d6c4b6bc1081d552⁠

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Sep 6

11:54
docs: publish Chaski card from szl-forge@620f68b318a1757d8735f6a4d09cd1f42d68a136⁠

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11:38
docs: publish Chaski card from szl-forge@a64a35969218bf0735b24249e6580ed9ec954b43⁠

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01:12
docs: publish Chaski card from szl-forge@c36ded6210296b1e943bb5eb368cde144ae7087a⁠

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Sep 4

17:25
honesty: stamp NON-RELEASE / RESEARCH banner

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Sep 2

21:12
Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)

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ba010b8
00:05
Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)

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Aug 30

23:29
fix: this is a merged finetune, not an adapter — plus unambiguous loading guidance⁠

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a2adbec
15:00
security(model): replace pickle training arguments with JSON⁠

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8964fb9

Aug 29

18:42
chore(receipt): MEASURED unique Unsloth chaski (eval none-this-run)

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ca8e014
18:42
feat(adapter): unique Unsloth chaski Courier. Attention-only LoRA — MLP frozen so the runner cannot author the payload.

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e236438
18:29
feat(train): unique Unsloth GPU trainer (adapter-unsloth/, does not clobber R1 signed khipu)

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97b1628
16:29
weights(atelier): CPU NumPy silhouette seed=20260721 — not a GPU retrain

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05efc09
04:27
atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.

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50b4514

Aug 28

23:04
card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE

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6f021ec
23:03
card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE

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51ad011
19:01
card: Named-N method/N/date/file per INTI; still MEASURED fail not a pass

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cca047a
19:00
card: hash eval_report.json; Named-N MEASURED 0/5 and 2/6, not a pass

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d406eef
18:59
eval: MEASURED fail receipt json_draft 0/5 adversarial_refusal 2/6; publication_eligible false

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db71c24
18:59
eval: MEASURED fail json_draft 0/5 adversarial_refusal 2/6; publication_eligible false

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abc54c2
18:58
card: Named-N SNAPSHOT MEASURED fail on 1c55df8, not inherited by A11OY-MINI

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9943a51
17:22
docs: drop roadmap tag; first sentence adapters+evals none-this-run; tensors untouched

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1c55df8
17:15
docs: drop stray ROADMAP. line after YAML; tensors untouched

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f8eb66d
17:13
docs(card): INTI copy contract — ROADMAP. first sentence (keep Messenger LLM one-line)

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418c5a5
17:11
docs: restore Series A card; tensors AVAILABLE; evals ROADMAP; job 6a91bf10 COMPLETED

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c7e8368
17:11
docs: attempt 5 COMPLETED, weights AVAILABLE, evals ROADMAP none-this-run

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552517c
17:10
docs(card): INTI copy contract — ROADMAP. first sentence + roadmap tag

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d31929e
17:08
docs(card): MEASURED attempt4 ERROR but adapters+merged on Hub

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e3bcf6f
17:06
chore(receipt): MEASURED Chaski training receipt (eval none-this-run)

betterwithage

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549e19f
17:06
feat(weights): merged 16-bit Chaski (disclosed Qwen3.5-0.8B base)

betterwithage

Verified signature
d3e2536
17:06
feat(adapter): Unsloth QLoRA Chaski Qwen3.5-0.8B (receiptagent pattern)

betterwithage

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e3f2384
17:06
Training in progress, step 64

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152ad88
17:02
docs: attempt 5 RUNNING 6a91bf10; attempt 4 ERROR after train, Trackio 404 ate upload

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c7e4638
17:02
fix(train): report_to none so Trackio 404 cannot poison adapter upload

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bcbebd0
16:51
docs: add job_retry 6a91bb7c next to job_id

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41da001
16:49
docs: jobs RUNNING attempt 4 6a91bb7c; attempt 3 completed no weights

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542671b
16:49
docs: attempt 3 COMPLETED, weights UNAVAILABLE, attempt 4 upload_folder RUNNING

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55f5aef
16:46
fix(train): explicit adapter+merged upload_folder so Jobs disk cannot eat weights

betterwithage

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b2bac95
16:45
Attempt 3 RUNNING 6a91ba00; prior two FAILED; no lab load

betterwithage

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dea7361
16:44
chore(receipt): MEASURED Chaski training receipt (eval none-this-run)

betterwithage

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dd51300
16:44
Recut: 6a91b8ba FAILED CastError; retry 6a91b990 jsonl-only; no lab load

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fc8efac
16:43
docs: job id is 6a91ba00 RUNNING; 6a91b8ba and 6a91b990 MEASURED failed; keep CUTTING

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72fb4f5
16:41
Remove Khipu MEASURED pin from Chaski; Jobs RUNNING only

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bef153f
16:39
Jobs RUNNING 6a91b8ba under SZLHOLDINGS, still no weights

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5be5fac
16:38
fix(train): load only szl_dataset.jsonl, ignore SZL_ESTATE_MANAGED.json

betterwithage

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2974899
16:35
Series A: demo lab pin, Chaski still ROADMAP, base Qwen3.5-0.8B

betterwithage

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a97b700
16:35
docs: pin base_model Qwen/Qwen3.5-0.8B (Apache license lock)

betterwithage

Verified signature
0698406
16:34
feat(train): Qwen3.5-0.8B Apache (license lock), receiptagent knobs

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53342a3

Commit History

Sep 27

docs(card): estate audit 2026-09-25 — honest labels, dead links, metadata⁠

Sep 11

honesty: stamp NON-RELEASE / RESEARCH banner

Sep 8

docs: publish Chaski card from szl-forge@47436ebbb049edb2e92dc022d6c4b6bc1081d552⁠

Sep 6

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

docs: publish Chaski card from szl-forge@a64a35969218bf0735b24249e6580ed9ec954b43⁠

Sep 5

docs: publish Chaski card from szl-forge@c36ded6210296b1e943bb5eb368cde144ae7087a⁠

Sep 4

honesty: stamp NON-RELEASE / RESEARCH banner

Sep 2

Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)

Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)

Aug 30

fix: this is a merged finetune, not an adapter — plus unambiguous loading guidance⁠

security(model): replace pickle training arguments with JSON⁠

Aug 29

chore(receipt): MEASURED unique Unsloth chaski (eval none-this-run)

feat(adapter): unique Unsloth chaski Courier. Attention-only LoRA — MLP frozen so the runner cannot author the payload.

feat(train): unique Unsloth GPU trainer (adapter-unsloth/, does not clobber R1 signed khipu)

weights(atelier): CPU NumPy silhouette seed=20260721 — not a GPU retrain

atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.

Aug 28

card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE

card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE

card: Named-N method/N/date/file per INTI; still MEASURED fail not a pass

card: hash eval_report.json; Named-N MEASURED 0/5 and 2/6, not a pass

eval: MEASURED fail receipt json_draft 0/5 adversarial_refusal 2/6; publication_eligible false

eval: MEASURED fail json_draft 0/5 adversarial_refusal 2/6; publication_eligible false

card: Named-N SNAPSHOT MEASURED fail on 1c55df8, not inherited by A11OY-MINI

docs: drop roadmap tag; first sentence adapters+evals none-this-run; tensors untouched

docs: drop stray ROADMAP. line after YAML; tensors untouched

docs(card): INTI copy contract — ROADMAP. first sentence (keep Messenger LLM one-line)

docs: restore Series A card; tensors AVAILABLE; evals ROADMAP; job 6a91bf10 COMPLETED

docs: attempt 5 COMPLETED, weights AVAILABLE, evals ROADMAP none-this-run

docs(card): INTI copy contract — ROADMAP. first sentence + roadmap tag

docs(card): MEASURED attempt4 ERROR but adapters+merged on Hub

chore(receipt): MEASURED Chaski training receipt (eval none-this-run)

feat(weights): merged 16-bit Chaski (disclosed Qwen3.5-0.8B base)

feat(adapter): Unsloth QLoRA Chaski Qwen3.5-0.8B (receiptagent pattern)

Training in progress, step 64

docs: attempt 5 RUNNING 6a91bf10; attempt 4 ERROR after train, Trackio 404 ate upload

fix(train): report_to none so Trackio 404 cannot poison adapter upload

docs: add job_retry 6a91bb7c next to job_id

docs: jobs RUNNING attempt 4 6a91bb7c; attempt 3 completed no weights

docs: attempt 3 COMPLETED, weights UNAVAILABLE, attempt 4 upload_folder RUNNING

fix(train): explicit adapter+merged upload_folder so Jobs disk cannot eat weights

Attempt 3 RUNNING 6a91ba00; prior two FAILED; no lab load

chore(receipt): MEASURED Chaski training receipt (eval none-this-run)

Recut: 6a91b8ba FAILED CastError; retry 6a91b990 jsonl-only; no lab load

docs: job id is 6a91ba00 RUNNING; 6a91b8ba and 6a91b990 MEASURED failed; keep CUTTING

Remove Khipu MEASURED pin from Chaski; Jobs RUNNING only

Jobs RUNNING 6a91b8ba under SZLHOLDINGS, still no weights

fix(train): load only szl_dataset.jsonl, ignore SZL_ESTATE_MANAGED.json

Series A: demo lab pin, Chaski still ROADMAP, base Qwen3.5-0.8B

docs: pin base_model Qwen/Qwen3.5-0.8B (Apache license lock)

feat(train): Qwen3.5-0.8B Apache (license lock), receiptagent knobs