Instructions to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx with MLX:

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

# Generate text with mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx")

prompt = "Write a story about Einstein"
messages = [{"role": "user", "content": prompt}]
prompt = tokenizer.apply_chat_template(
    messages, add_generation_prompt=True
)

text = generate(model, tokenizer, prompt=prompt, verbose=True)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"

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": "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

MLX LM

How to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

Hermes Agent

How to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx 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 "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"

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 nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx"

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 "nightmedia/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4-q6-mlx" \
  --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"

nightmedia commited on Jul 8, 2025

Commit

ff5dc18

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1 Parent(s): dce8281

Update README.md

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@@ -1,3 +1,49 @@
 Converted to MLX from:
 https://huggingface.co/DavidAU/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4

+---
+license: apache-2.0
+library_name: transformers
+language:
+- en
+- fr
+- zh
+- de
+tags:
+- programming
+- code generation
+- code
+- codeqwen
+- chat
+- qwen
+- qwen-coder
+- moe
+- programming
+- code generation
+- code
+- codeqwen
+- moe
+- coding
+- coder
+- qwen2
+- chat
+- qwen
+- qwen-coder
+- mixture of experts
+- 128 experts
+- 8 active experts
+- bfloat16
+- qwen3
+- finetune
+- thinking
+- reasoning
+- qwen3_moe
+base_model:
+- Qwen/Qwen3-30B-A3B
+pipeline_tag: text-generation
+---
+<B><font color="red">WARNING:</font> Excels in code generation, programming and creative use cases. </B>
+<h2>Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-V1.4</h2>
 Converted to MLX from:
 https://huggingface.co/DavidAU/Qwen3-53B-A3B-TOTAL-RECALL-MASTER-CODER-v1.4