Instructions to use my-ai-stack/Stack-2-9-finetuned with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use my-ai-stack/Stack-2-9-finetuned with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="my-ai-stack/Stack-2-9-finetuned")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("my-ai-stack/Stack-2-9-finetuned")
model = AutoModelForCausalLM.from_pretrained("my-ai-stack/Stack-2-9-finetuned")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use my-ai-stack/Stack-2-9-finetuned with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "my-ai-stack/Stack-2-9-finetuned"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "my-ai-stack/Stack-2-9-finetuned",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/my-ai-stack/Stack-2-9-finetuned

SGLang

How to use my-ai-stack/Stack-2-9-finetuned 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 "my-ai-stack/Stack-2-9-finetuned" \
    --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": "my-ai-stack/Stack-2-9-finetuned",
		"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 "my-ai-stack/Stack-2-9-finetuned" \
        --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": "my-ai-stack/Stack-2-9-finetuned",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use my-ai-stack/Stack-2-9-finetuned with Docker Model Runner:
```
docker model run hf.co/my-ai-stack/Stack-2-9-finetuned
```

Stack-2-9-finetuned

Commit History

Update README.md

c404c55
verified

Walid Sobhi commited on 28 days ago

Fixed License and Loved badges

2c5637d
verified

Walid Sobhi commited on 28 days ago

Fix badges and license display

5dc7ad9
verified

Walid Sobhi commited on 28 days ago

Fix badges and update tool count to 69

434c8d9
verified

Walid Sobhi commited on 28 days ago

Update Model Card with audited technical specs and agent features

b7fe8b2
verified

Walid Sobhi commited on 28 days ago

Remove *.safetensors from gitignore to allow model weight uploads

af5d014
verified

Walid Sobhi commited on 29 days ago

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

e9c48af
verified

Walid Sobhi commited on 29 days ago

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

f61fa31
verified

Walid Sobhi commited on 29 days ago

Upload model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

2a03e44
verified

Walid Sobhi commited on 29 days ago

Upload fine-tuned 1.5B model weights (Qwen2.5-Coder-1.5B, 128K context)

19b858a
verified

Walid Sobhi commited on 29 days ago

feat: add Kaggle notebook for 128K training

4ba240e

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

fix: improve Kaggle notebook training

87ed83d

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

fix: improve Colab notebook for training

a075b90

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

fix: optimize model card badges and clean YAML frontmatter

2064035

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

fix: optimize badges for faster loading

6c0cc17

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

feat: enhance model card with benchmark scores and widget config

cb00545

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

feat: add config.json for HuggingFace download tracking

6da299c

walidsobhie-code Claude Opus 4.6 commited on 30 days ago

feat: add ready-to-run notebooks for Kaggle and Colab

fb15bd8

walidsobhie-code commited on about 1 month ago

Update context to 128K in documentation

10182dc

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

Update documentation to 128K context

cc5f046

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

fix: restore previous model card with tools showcase

b64b6b0

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

release: prepare v1.0.0 for public release

13d8bea

walidsobhie-code commited on about 1 month ago

fix: add model card to repo root for HuggingFace display

bab1a6f

walidsobhie-code commited on about 1 month ago

reorganize: consolidate root level to 20 folders

b8e3e42

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

chore: Rename MCP server to Stack2.9

c7f1596

walidsobhie-code commited on about 1 month ago

fix: Correct FastMCP.add_tool signature for MCP server

5ddf5f9

walidsobhie-code commited on about 1 month ago

feat: Add MCP server for Stack 2.9 tools exposure

3de42e7

walidsobhie-code commited on about 1 month ago

Fix tool parameter signatures and improve consistency

359acf6

walidsobhie-code commited on about 1 month ago

Fix badges: remove broken loved badge, move badges to top

71c6bb8

walidsobhie-code commited on about 1 month ago

Update README with premium tools showcase, badges, and full tool list

1fba63f

walidsobhie-code commited on about 1 month ago

feat: Add remaining RTMP tools (FileRead, FileWrite, Sleep, AskQuestion, Brief, TaskGet, TeamDelete, MCPTool, Worktree, SyntheticOutput)

5dc5419

walidsobhie-code commited on about 1 month ago

feat: Add Tier 2 RTMP tools (TodoWrite, PlanMode, ConfigTool)

31d646f

walidsobhie-code commited on about 1 month ago

feat: Add FileEditTool, GrepTool, GlobTool (Tier 1 RTMP tools)

2531078

walidsobhie-code commited on about 1 month ago

Add HuggingFace model card metadata

aeb76d4

walidsobhie-code commited on about 1 month ago

fix: Remove YAML from MODEL_CARD.md, rely on .modelcard.yml

feb5b3b

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

fix: Update model card YAML with model-index

692ebe1

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

fix: Clean up .modelcard.yml YAML metadata

0058968

walidsobhie-code Claude Opus 4.6 commited on about 1 month ago

chore: Update model card to match big brand style

e02416c

walidsobhie-code commited on about 1 month ago

feat: Add Phase 2 RTMP tools (web_fetch, messaging, remote_trigger, tool_discovery)

e6853d3

walidsobhie-code commited on Apr 9

feat: Add RTMP tools implementation (Phase 1 & 2)

068bc7f

walidsobhie-code commited on Apr 9

feat: Add comprehensive enhancement modules for Stack 2.9

8f05ad1

walidsobhie-code commited on Apr 8

Add persistent chat history to ~/.stack-2.9/chat_history.json

6807e9a

walidsobhie-code commited on Apr 8

fix: remove feedback prompt from chat mode for cleaner UX

31f5bef

walidsobhie-code commited on Apr 8

chore: update .gitignore to exclude archived files

faeab43

walidsobhie-code commited on Apr 8

fix: update benchmark paths in stack-2.9-cli.py and remove deprecated cli/ module

fd9b9a2

walidsobhie-code commited on Apr 8

init

a9b0b85

walidsobhie-code commited on Apr 8

Add web UI, GitHub tool, enable all tools

faf9686

walidsobhie-code commited on Apr 8

Update README to remove unnecessary sections

002f981
unverified

Welly-code commited on Apr 8

Add tools, fix web search, update model

35697c2

walidsobhie-code commited on Apr 8

Exclude large jsonl files from repo

cee9266

walidsobhie-code commited on Apr 7

Commit History

Update README.md c404c55 verified

Fixed License and Loved badges 2c5637d verified

Fix badges and license display 5dc7ad9 verified

Fix badges and update tool count to 69 434c8d9 verified

Update Model Card with audited technical specs and agent features b7fe8b2 verified

Remove *.safetensors from gitignore to allow model weight uploads af5d014 verified

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context) e9c48af verified

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context) f61fa31 verified

Upload model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context) 2a03e44 verified

Upload fine-tuned 1.5B model weights (Qwen2.5-Coder-1.5B, 128K context) 19b858a verified

feat: add Kaggle notebook for 128K training 4ba240e

fix: improve Kaggle notebook training 87ed83d

fix: improve Colab notebook for training a075b90

fix: optimize model card badges and clean YAML frontmatter 2064035

fix: optimize badges for faster loading 6c0cc17

feat: enhance model card with benchmark scores and widget config cb00545

feat: add config.json for HuggingFace download tracking 6da299c

feat: add ready-to-run notebooks for Kaggle and Colab fb15bd8

Update context to 128K in documentation 10182dc

Update documentation to 128K context cc5f046

fix: restore previous model card with tools showcase b64b6b0

release: prepare v1.0.0 for public release 13d8bea

fix: add model card to repo root for HuggingFace display bab1a6f

reorganize: consolidate root level to 20 folders b8e3e42

chore: Rename MCP server to Stack2.9 c7f1596

fix: Correct FastMCP.add_tool signature for MCP server 5ddf5f9

feat: Add MCP server for Stack 2.9 tools exposure 3de42e7

Fix tool parameter signatures and improve consistency 359acf6

Fix badges: remove broken loved badge, move badges to top 71c6bb8

Update README with premium tools showcase, badges, and full tool list 1fba63f

feat: Add remaining RTMP tools (FileRead, FileWrite, Sleep, AskQuestion, Brief, TaskGet, TeamDelete, MCPTool, Worktree, SyntheticOutput) 5dc5419

feat: Add Tier 2 RTMP tools (TodoWrite, PlanMode, ConfigTool) 31d646f

feat: Add FileEditTool, GrepTool, GlobTool (Tier 1 RTMP tools) 2531078

Add HuggingFace model card metadata aeb76d4

fix: Remove YAML from MODEL_CARD.md, rely on .modelcard.yml feb5b3b

fix: Update model card YAML with model-index 692ebe1

fix: Clean up .modelcard.yml YAML metadata 0058968

chore: Update model card to match big brand style e02416c

feat: Add Phase 2 RTMP tools (web_fetch, messaging, remote_trigger, tool_discovery) e6853d3

feat: Add RTMP tools implementation (Phase 1 & 2) 068bc7f

feat: Add comprehensive enhancement modules for Stack 2.9 8f05ad1

Add persistent chat history to ~/.stack-2.9/chat_history.json 6807e9a

fix: remove feedback prompt from chat mode for cleaner UX 31f5bef

chore: update .gitignore to exclude archived files faeab43

fix: update benchmark paths in stack-2.9-cli.py and remove deprecated cli/ module fd9b9a2

init a9b0b85

Add web UI, GitHub tool, enable all tools faf9686

Update README to remove unnecessary sections 002f981 unverified

Add tools, fix web search, update model 35697c2

Exclude large jsonl files from repo cee9266

Update README.md

c404c55
verified

Fixed License and Loved badges

2c5637d
verified

Fix badges and license display

5dc7ad9
verified

Fix badges and update tool count to 69

434c8d9
verified

Update Model Card with audited technical specs and agent features

b7fe8b2
verified

Remove *.safetensors from gitignore to allow model weight uploads

af5d014
verified

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

e9c48af
verified

Add model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

f61fa31
verified

Upload model.safetensors (Qwen2.5-Coder-1.5B fine-tuned, 128K context)

2a03e44
verified

Upload fine-tuned 1.5B model weights (Qwen2.5-Coder-1.5B, 128K context)

19b858a
verified

feat: add Kaggle notebook for 128K training

4ba240e

fix: improve Kaggle notebook training

87ed83d

fix: improve Colab notebook for training

a075b90

fix: optimize model card badges and clean YAML frontmatter

2064035

fix: optimize badges for faster loading

6c0cc17

feat: enhance model card with benchmark scores and widget config

cb00545

feat: add config.json for HuggingFace download tracking

6da299c

feat: add ready-to-run notebooks for Kaggle and Colab

fb15bd8

Update context to 128K in documentation

10182dc

Update documentation to 128K context

cc5f046

fix: restore previous model card with tools showcase

b64b6b0

release: prepare v1.0.0 for public release

13d8bea

fix: add model card to repo root for HuggingFace display

bab1a6f

reorganize: consolidate root level to 20 folders

b8e3e42

chore: Rename MCP server to Stack2.9

c7f1596

fix: Correct FastMCP.add_tool signature for MCP server

5ddf5f9

feat: Add MCP server for Stack 2.9 tools exposure

3de42e7

Fix tool parameter signatures and improve consistency

359acf6

Fix badges: remove broken loved badge, move badges to top

71c6bb8

Update README with premium tools showcase, badges, and full tool list

1fba63f

feat: Add remaining RTMP tools (FileRead, FileWrite, Sleep, AskQuestion, Brief, TaskGet, TeamDelete, MCPTool, Worktree, SyntheticOutput)

5dc5419

feat: Add Tier 2 RTMP tools (TodoWrite, PlanMode, ConfigTool)

31d646f

feat: Add FileEditTool, GrepTool, GlobTool (Tier 1 RTMP tools)

2531078

Add HuggingFace model card metadata

aeb76d4

fix: Remove YAML from MODEL_CARD.md, rely on .modelcard.yml

feb5b3b

fix: Update model card YAML with model-index

692ebe1

fix: Clean up .modelcard.yml YAML metadata

0058968

chore: Update model card to match big brand style

e02416c

feat: Add Phase 2 RTMP tools (web_fetch, messaging, remote_trigger, tool_discovery)

e6853d3

feat: Add RTMP tools implementation (Phase 1 & 2)

068bc7f

feat: Add comprehensive enhancement modules for Stack 2.9

8f05ad1

Add persistent chat history to ~/.stack-2.9/chat_history.json

6807e9a

fix: remove feedback prompt from chat mode for cleaner UX

31f5bef

chore: update .gitignore to exclude archived files

faeab43

fix: update benchmark paths in stack-2.9-cli.py and remove deprecated cli/ module

fd9b9a2

init

a9b0b85

Add web UI, GitHub tool, enable all tools

faf9686

Update README to remove unnecessary sections

002f981
unverified

Add tools, fix web search, update model

35697c2

Exclude large jsonl files from repo

cee9266