Instructions to use Nanthasit/sakthai-coder-browser with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Nanthasit/sakthai-coder-browser with Transformers:

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

pipe = pipeline("text-generation", model="Nanthasit/sakthai-coder-browser")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Nanthasit/sakthai-coder-browser")
model = AutoModelForCausalLM.from_pretrained("Nanthasit/sakthai-coder-browser", device_map="auto")
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 Settings

vLLM

How to use Nanthasit/sakthai-coder-browser with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/Nanthasit/sakthai-coder-browser

SGLang

How to use Nanthasit/sakthai-coder-browser 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 "Nanthasit/sakthai-coder-browser" \
    --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": "Nanthasit/sakthai-coder-browser",
		"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 "Nanthasit/sakthai-coder-browser" \
        --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": "Nanthasit/sakthai-coder-browser",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Nanthasit/sakthai-coder-browser with Docker Model Runner:
```
docker model run hf.co/Nanthasit/sakthai-coder-browser
```

sakthai-coder-browser / README.md

Commit History

docs: add reproduce eval/train sections, keep honest broken-state disclosure

c0f7a65
verified

Nanthasit commited on about 7 hours ago

docs: fix malformed dataset tag in YAML frontmatter

eeb26d1
verified

Nanthasit commited on about 11 hours ago

docs: clarify limitations for broken-state README

75465f7
verified

Nanthasit commited on about 11 hours ago

fix: remove phantom combined-v10 references

5d15100

SakThai Agent commited on about 12 hours ago

docs: populate model-index eval results from .eval_results/benchmark-20260731_052122.yaml

8213424
verified

Nanthasit commited on about 13 hours ago

chore: remove phantom combined-v9 references

ba6c4ff
verified

Nanthasit commited on about 16 hours ago

docs: harden evaluation section with verified weight-fault evidence + exact remediation steps

56b13ff
verified

Nanthasit commited on about 16 hours ago

fix: remove phantom dataset references (combined-v8/v9, cycle-bench)

050459d
verified

Nanthasit commited on about 17 hours ago

Add model-index for HF search indexing (tool-calling benchmark)

974e065
verified

Nanthasit commited on about 17 hours ago

fix card: close profile badge href, add model-index/resource metadata, improve example snippets

7a4d6cf
verified

Nanthasit commited on about 17 hours ago

ROUND-3 REFRESH: expand family table to 25 models, live 2026-08-01 counts, eval-results tag, updated snapshot dates

8f3e4f9

Nanthasit commited on about 19 hours ago

docs: fix stale dataset list in training data section

add3313
verified

Nanthasit commited on about 19 hours ago

docs: update datasets references and benchmark verified flag to true

e6bbc6b
verified

Nanthasit commited on about 19 hours ago

Upload README.md with huggingface_hub

440f49f
verified

Nanthasit commited on about 20 hours ago