Instructions to use programmer-666/Qwen3.6-35B-A3B-oQ8-mtp with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use programmer-666/Qwen3.6-35B-A3B-oQ8-mtp 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("programmer-666/Qwen3.6-35B-A3B-oQ8-mtp")

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 programmer-666/Qwen3.6-35B-A3B-oQ8-mtp with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"

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": "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

MLX LM

How to use programmer-666/Qwen3.6-35B-A3B-oQ8-mtp with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

Hermes Agent

How to use programmer-666/Qwen3.6-35B-A3B-oQ8-mtp 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 "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"

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 programmer-666/Qwen3.6-35B-A3B-oQ8-mtp

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use programmer-666/Qwen3.6-35B-A3B-oQ8-mtp with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp"

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 "programmer-666/Qwen3.6-35B-A3B-oQ8-mtp" \
  --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"

programmer-666 commited on Jul 8

Commit

e9d49e2

verified ·

1 Parent(s): f2b9898

Update README.md

Browse files

Files changed (1) hide show

README.md +26 -9

README.md CHANGED Viewed

@@ -33,7 +33,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mmlu_pro.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -50,7 +50,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mathqa.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -66,7 +66,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_humaneval.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -83,7 +83,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mbpp.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -100,7 +100,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_livecodebench.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -117,7 +117,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mmlu_pro-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -134,7 +134,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mathqa-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -150,7 +150,7 @@ model-index:
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_humaneval-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
@@ -167,7 +167,24 @@ model-index:
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
-        https://github.com/programmer-666/llm-evaluations-hf/blob/main/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mbpp-mtp_on.csv
 ---

     source:
       name: Self-reported (local eval, MTP off)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mmlu_pro.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mathqa.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_humaneval.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mbpp.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP off)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_off_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_livecodebench.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mmlu_pro-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mathqa-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_humaneval-mtp_on.csv
   - task:
       type: text-generation
       name: Text Generation
     source:
       name: Self-reported (local eval, MTP on)
       url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_mbpp-mtp_on.csv
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: LiveCodeBench
+      type: livecodebench/code_generation_lite
+      config: sampled_100_of_1055
+      split: test
+    metrics:
+    - name: pass@1
+      type: pass@1
+      value: 53
+      verified: false
+    source:
+      name: Self-reported (local eval, MTP on)
+      url: >-
+        https://github.com/programmer-666/llm-evaluations-hf/blob/main/oMLX/programmer-666/Qwen3.6-35B-A3B-oQ8-mtp/mtp_on_intelligence_evaluation_results/Qwen3.6-35B-A3B-oQ8-mtp_livecodebench-mtp_on.csv
 ---