Instructions to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 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 jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
# Run inference directly in the terminal:
llama cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
# Run inference directly in the terminal:
llama cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Use Docker

docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

LM Studio
Jan

vLLM

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Ollama
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Ollama:
```
ollama run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
```
Unsloth Desktop

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

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": "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Docker Model Runner:
```
docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
```

Lemonade

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Run and chat with the model

lemonade run user.Qwen3.8-Flash-CIRU-STRIX-IU4-Q8_0

List all available models

lemonade list

Hermes Agent

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

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 jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0

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 "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0" \
  --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"

Qwen3.8-Flash-CIRU-STRIX-IU4 / benchmarks /v3.0.0 /binary-identity.json

jcbtc

Release CIRU Strix runtime v3.0.0 with qualified QSA and serving improvements

a67c2ba verified 26 days ago

Raw History Blame

23.6 kB

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	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
	],
	"interpreter": []
	},
	{
	"name": "libmtmd.so",
	"bytes": 1886576,
	"symlink": "libmtmd.so.0"
	},
	{
	"name": "libmtmd.so.0",
	"bytes": 1886576,
	"symlink": "libmtmd.so.0.3.0"
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	{
	"name": "libmtmd.so.0.3.0",
	"bytes": 1886576,
	"sha256": "7a40775c4a5de8c85b03d30a80c4131157dff5fc9207261e16325042c085156c",
	"elf_dynamic": [
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	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [ld-linux-x86-64.so.2]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
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	"interpreter": []
	},
	{
	"name": "llama-bench",
	"bytes": 15944,
	"sha256": "d6c364d33d83b38d05838bcdee728479bc921ed27321816deb22d5f516261850",
	"elf_dynamic": [
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	"0x0000000000000001 (NEEDED) Shared library: [libllama-common.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libllama.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
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	"interpreter": [
	"[Requesting program interpreter: /nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib/ld-linux-x86-64.so.2]"
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	},
	{
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	"sha256": "71262d4bddd5699b89cef369233ddedd0097e0585d0a4610fca081f4595490e5",
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	"0x0000000000000001 (NEEDED) Shared library: [libmtmd.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libllama.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
	],
	"interpreter": [
	"[Requesting program interpreter: /nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib/ld-linux-x86-64.so.2]"
	]
	},
	{
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	"bytes": 1308680,
	"sha256": "b85fada96e62b160111d63b025af9b2f38676bfb8bc8ed57af7f91d16fdddd00",
	"elf_dynamic": [
	"0x0000000000000001 (NEEDED) Shared library: [libllama-common.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libllama.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
	],
	"interpreter": [
	"[Requesting program interpreter: /nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib/ld-linux-x86-64.so.2]"
	]
	},
	{
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	"bytes": 350624,
	"sha256": "200c567fc9e4ae0dc7952f2dabaec21ea203d55ca5b3efacc872b2b27f64a63a",
	"elf_dynamic": [
	"0x0000000000000001 (NEEDED) Shared library: [libllama-common.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libllama.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
	],
	"interpreter": [
	"[Requesting program interpreter: /nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib/ld-linux-x86-64.so.2]"
	]
	},
	{
	"name": "test-qsa-sequence",
	"bytes": 70040,
	"sha256": "94c9a5b2f9dcdbf38d87dc8683d5050df61734d55133ac364942838bbf192332",
	"elf_dynamic": [
	"0x0000000000000001 (NEEDED) Shared library: [libllama-common.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libllama.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-cpu.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-hip.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libggml-base.so.0]",
	"0x0000000000000001 (NEEDED) Shared library: [libstdc++.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libm.so.6]",
	"0x0000000000000001 (NEEDED) Shared library: [libgcc_s.so.1]",
	"0x0000000000000001 (NEEDED) Shared library: [libc.so.6]",
	"0x000000000000001d (RUNPATH) Library runpath: [/srv/llm/work/strix-v3-20260908/runtime-build/bin:/srv/llm/toolchains/therock-gfx1151-10.0.0/lib::/nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib:/nix/store/si4q3zks5mn5jhzzyri9hhd3cv789vlm-gcc-15.2.0-lib/lib]"
	],
	"interpreter": [
	"[Requesting program interpreter: /nix/store/fjkx1l5cnskzrqacf08z7i8z17256w0j-glibc-2.42-61/lib/ld-linux-x86-64.so.2]"
	]
	}
	],
	"time": 1788920951.604526,
	"scope": "Server, bench, focused tests and shared libraries. Not a standalone portable Linux SDK; no CLI binary was built."
	}