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 / README.md

Commit History

Update README.md

c404c55
verified

Walid Sobhi commited on 29 days ago

Fixed License and Loved badges

2c5637d
verified

Walid Sobhi commited on 29 days ago

Fix badges and license display

5dc7ad9
verified

Walid Sobhi commited on 29 days ago

Fix badges and update tool count to 69

434c8d9
verified

Walid Sobhi commited on 29 days ago

Update Model Card with audited technical specs and agent features

b7fe8b2
verified

Walid Sobhi commited on 29 days ago

Update documentation to 128K context

cc5f046

walidsobhie-code Claude Opus 4.6 commited on Apr 10

release: prepare v1.0.0 for public release

13d8bea

walidsobhie-code commited on Apr 9

fix: add model card to repo root for HuggingFace display

bab1a6f

walidsobhie-code commited on Apr 9

reorganize: consolidate root level to 20 folders

b8e3e42

walidsobhie-code Claude Opus 4.6 commited on Apr 9

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

71c6bb8

walidsobhie-code commited on Apr 9

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

1fba63f

walidsobhie-code commited on Apr 9

Add HuggingFace model card metadata

aeb76d4

walidsobhie-code commited on Apr 9

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

docs: update README with training options and RTMP extraction

f268fb6

walidsobhie-code Claude Opus 4.6 commited on Apr 4

docs: Add official launch plan

d083607

walidsobhie-code Claude Opus 4.6 commited on Apr 3

feat: Add free deployment support for Stack 2.9

239da7a

walidsobhie-code Claude Opus 4.6 commited on Apr 3

feat: add TypeScript modules and reorganize project structure

bfc7d04

walidsobhie-code Claude Opus 4.6 commited on Apr 3

feat: Together AI integration complete

0908455

walidsobhie-code commited on Apr 2

Address critical gaps: 1) Create comprehensive TOOLS.md with all 38 tools including parameters, examples, and JSON schema. 2) Fix get_tool_schemas() to auto-generate accurate schemas using inspect. 3) Fix architecture diagram alignment in ARCHITECTURE.md. 4) Remove vague 'autonomous sub-agents' claim from README; clarify enhancement sourcing. Verified cloud deployment scripts (RunPod/Vast) exist and are documented in stack-2.9-deploy/README.md.

5f0fbdd

walidsobhie-code commited on Apr 2

Update README: add requested badges (Apache 2.0, OpenRouter, Hugging Face, HumanEval, MBPP) and acknowledge sub-agent enhancements

3bc915b

walidsobhie-code commited on Apr 2

Critical fixes: 1) Rename misleading 'self-evolving' claims to accurate 'pattern memory' system across all docs and code. 2) Add missing GPU requirements, document cloud deployment (RunPod/Vast), and implement OpenRouter integration in model_client.py with factory support. 3) Document 37 built-in tools with full schemas in docs/tools.md. 4) Expose fraudulent evaluation scores (76.8% HumanEval, 82.3% MBPP, 94.1% Tool Use), remove them from README/BENCHMARKS/website, add EVALUATION.md audit report, and deprecation warnings to flawed eval scripts. Also updated HuggingFace Space demo with correct terminology.

2088481

walidsobhie-code commited on Apr 2

docs: Complete restructure README like premium AI products

e89db64

walidsobhie-code Claude Opus 4.6 commited on Apr 1