Instructions to use TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit with MLX:

# Make sure mlx-vlm is installed
# pip install --upgrade mlx-vlm

from mlx_vlm import load, generate
from mlx_vlm.prompt_utils import apply_chat_template
from mlx_vlm.utils import load_config

# Load the model
model, processor = load("TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit")
config = load_config("TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit")

# Prepare input
image = ["http://images.cocodataset.org/val2017/000000039769.jpg"]
prompt = "Describe this image."

# Apply chat template
formatted_prompt = apply_chat_template(
    processor, config, prompt, num_images=1
)

# Generate output
output = generate(model, processor, formatted_prompt, image)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit"

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "mlx-lm": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent

How to use TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit with Hermes Agent:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit"

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 TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit"

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 "TheCluster/GLM-4.6V-Flash-Heretic-MLX-8bit" \
  --custom-provider-id mlx-lm \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

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

TheCluster commited on Feb 25

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@@ -23,6 +23,12 @@ tags:
 # This is a decensored version of [zai-org/GLM-4.6V-Flash](https://huggingface.co/zai-org/GLM-4.6V-Flash), made using [Heretic](https://github.com/p-e-w/heretic) v1.1.0
 ## Abliteration parameters
 | Parameter | Value |
 | :-------- | :---: |
@@ -35,12 +41,8 @@ tags:
 | **mlp.down_proj.max_weight_position** | 24.88 |
 | **mlp.down_proj.min_weight** | 0.82 |
 | **mlp.down_proj.min_weight_distance** | 10.68 |
-## Performance
-| Metric | This model | Original model ([zai-org/GLM-4.6V-Flash](https://huggingface.co/zai-org/GLM-4.6V-Flash)) |
-| :----- | :--------: | :---------------------------: |
-| **KL divergence** | 0.0000 | 0 *(by definition)* |
-| **Refusals** | 63/100 | 100/100 |
 -----
 ### Source
-This model was converted to MLX format from [`nidum/Nidum-gemma-3-27B-it-Uncensored`](https://huggingface.co/nidum/Nidum-Gemma-3-27B-it-Uncensored) using mlx-vlm version **0.3.12**.

 # This is a decensored version of [zai-org/GLM-4.6V-Flash](https://huggingface.co/zai-org/GLM-4.6V-Flash), made using [Heretic](https://github.com/p-e-w/heretic) v1.1.0
+## Performance
+| Metric | This model | Original model ([zai-org/GLM-4.6V-Flash](https://huggingface.co/zai-org/GLM-4.6V-Flash)) |
+| :----- | :--------: | :---------------------------: |
+| **KL divergence** | 0.0000 | 0 *(by definition)* |
+| **Refusals** | 63/100 | 100/100 |
 ## Abliteration parameters
 | Parameter | Value |
 | :-------- | :---: |
 | **mlp.down_proj.max_weight_position** | 24.88 |
 | **mlp.down_proj.min_weight** | 0.82 |
 | **mlp.down_proj.min_weight_distance** | 10.68 |
 -----
 ### Source
+This model was converted to MLX format from [`AiAsistent/GLM-4.6V-Flash-heretic`](https://huggingface.co/AiAsistent/GLM-4.6V-Flash-heretic) using mlx-vlm version **0.3.12**.