Instructions to use UnbindAI/Unbind-Flash-V1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use UnbindAI/Unbind-Flash-V1 with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S
# Run inference directly in the terminal:
llama cli -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S
# Run inference directly in the terminal:
llama cli -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Build from source code

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S
# Run inference directly in the terminal:
./build/bin/llama cli -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Use Docker

docker model run hf.co/UnbindAI/Unbind-Flash-V1:Q2_K_S

Llama new
LM Studio
Jan

vLLM

How to use UnbindAI/Unbind-Flash-V1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "UnbindAI/Unbind-Flash-V1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "UnbindAI/Unbind-Flash-V1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/UnbindAI/Unbind-Flash-V1:Q2_K_S

Ollama
How to use UnbindAI/Unbind-Flash-V1 with Ollama:
```
ollama run hf.co/UnbindAI/Unbind-Flash-V1:Q2_K_S
```
Unsloth Desktop

How to use UnbindAI/Unbind-Flash-V1 with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "UnbindAI/Unbind-Flash-V1:Q2_K_S"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use UnbindAI/Unbind-Flash-V1 with Docker Model Runner:
```
docker model run hf.co/UnbindAI/Unbind-Flash-V1:Q2_K_S
```

Lemonade

How to use UnbindAI/Unbind-Flash-V1 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull UnbindAI/Unbind-Flash-V1:Q2_K_S

Run and chat with the model

lemonade run user.Unbind-Flash-V1-Q2_K_S

List all available models

lemonade list

Hermes Agent

How to use UnbindAI/Unbind-Flash-V1 with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default UnbindAI/Unbind-Flash-V1:Q2_K_S

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use UnbindAI/Unbind-Flash-V1 with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf UnbindAI/Unbind-Flash-V1:Q2_K_S

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "UnbindAI/Unbind-Flash-V1:Q2_K_S" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

Unbind-Flash-V1

File size: 9,069 Bytes

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Benchmark,Model,Reported score,Note,Source
DeepSWE v1.1,DeepSeek V4.1 Flash 1017,77.0,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
DeepSWE v1.1,DeepSeek V4.1 Flash,74.2,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
DeepSWE v1.1,K3,67.5,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
DeepSWE v1.1,GLM-5.3,66.9,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
DeepSWE v1.1,GPT-5.6 Sol,73.0,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
DeepSWE v1.1,Opus 5,74.0,Mini-SWE-V2 harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,DeepSeek V4.1 Flash 1017,42.3,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,DeepSeek V4.1 Flash,31.2,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,K3,12.6,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,GLM-5.3,37.9,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,GPT-5.6 Sol,39.9,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Terminal-Bench 4.0,Opus 5,51.8,Claude Code harness. Publisher-reported benchmark scores.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
HLE without tools,DeepSeek V4.1 Flash 1017,42.6,Full HLE figures only. GLM-5.3 omitted: the source gives a text-only subset score.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
HLE without tools,DeepSeek V4.1 Flash,36.8,Full HLE figures only. GLM-5.3 omitted: the source gives a text-only subset score.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
HLE without tools,K3,43.5,Full HLE figures only. GLM-5.3 omitted: the source gives a text-only subset score.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
HLE without tools,GPT-5.6 Sol,44.5,Full HLE figures only. GLM-5.3 omitted: the source gives a text-only subset score.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
HLE without tools,Opus 5,56.3,Full HLE figures only. GLM-5.3 omitted: the source gives a text-only subset score.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,DeepSeek V4.1 Flash 1017,29.1,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,DeepSeek V4.1 Flash,20.3,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,K3,17.5,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,GLM-5.3,19.0,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,GPT-5.6 Sol,23.0,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
ProgramBench,Opus 5,37.0,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,DeepSeek V4.1 Flash 1017,68.2,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,DeepSeek V4.1 Flash,65.4,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,K3,58.0,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,GLM-5.3,58.0,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,GPT-5.6 Sol,56.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
NL2Repo-Bench,Opus 5,75.3,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,DeepSeek V4.1 Flash 1017,60.5,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,DeepSeek V4.1 Flash,54.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,K3,46.7,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,GLM-5.3,48.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,GPT-5.6 Sol,45.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Automation-Bench v1.0.6,Opus 5,50.3,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,DeepSeek V4.1 Flash 1017,35.4,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,DeepSeek V4.1 Flash,31.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,K3,27.6,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,GLM-5.3,28.5,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,GPT-5.6 Sol,26.7,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Agents’ Last Exam,Opus 5,28.6,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,DeepSeek V4.1 Flash 1017,72.1,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,DeepSeek V4.1 Flash,64.6,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,K3,47.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,GLM-5.3,56.6,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,GPT-5.6 Sol,54.3,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md
Apex Bench v1.1,Opus 5,65.8,Publisher-reported benchmark scores. Additional per-row settings are not specified.,https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017/raw/main/README.md