Instructions to use bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ 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("bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ")
config = load_config("bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ")

# 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 bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ"

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": "bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent

How to use bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ 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 "bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ"

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 bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ"

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 "bottlecapai/ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ" \
  --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"

ThinkingCap-Qwen3.8-27B-MLX-4bit-DWQ / LICENSE

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	ThinkingCap
	Copyright 2026 BottleCap AI

	Licensed under the PolyForm Small Business License 1.0.0
	https://polyformproject.org/licenses/small-business/1.0.0
	SPDX-License-Identifier: PolyForm-Small-Business-1.0.0

	Required Notice: Copyright 2026 BottleCap AI (https://bottlecapai.com)

	Additional permission (personal use):
	In addition to the rights granted under the PolyForm Small Business License 1.0.0,
	BottleCap AI grants you a copyright and patent license to use ThinkingCap
	(including the distributed weights and associated materials) for personal,
	non-commercial purposes as an individual, free of charge, subject to the same
	notices, patent-defense, violations, and no-liability terms as in PolyForm
	Small Business License 1.0.0.

	Commercial use by organizations that do not qualify as a "Small Business"
	under PolyForm Small Business License 1.0.0 requires a separate commercial
	license from BottleCap AI.

	Upstream:
	ThinkingCap incorporates materials from Qwen licensed under Apache License 2.0.
	See NOTICE for upstream copyright and license notices. Apache-2.0 terms continue
	to apply to those upstream materials.

	The full text of PolyForm Small Business License 1.0.0 is included in
	LICENSE-PolyForm-Small-Business-1.0.0.txt (or at the URL above).