Instructions to use AmixDigital/BigBang-v1-mtp-oQ6e with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AmixDigital/BigBang-v1-mtp-oQ6e 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("AmixDigital/BigBang-v1-mtp-oQ6e")
config = load_config("AmixDigital/BigBang-v1-mtp-oQ6e")

# 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 AmixDigital/BigBang-v1-mtp-oQ6e with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "AmixDigital/BigBang-v1-mtp-oQ6e"

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": "AmixDigital/BigBang-v1-mtp-oQ6e"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent

How to use AmixDigital/BigBang-v1-mtp-oQ6e 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 "AmixDigital/BigBang-v1-mtp-oQ6e"

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 AmixDigital/BigBang-v1-mtp-oQ6e

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use AmixDigital/BigBang-v1-mtp-oQ6e with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "AmixDigital/BigBang-v1-mtp-oQ6e"

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 "AmixDigital/BigBang-v1-mtp-oQ6e" \
  --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"

AmixDigital commited on about 1 month ago

Commit

5e32453

verified ·

1 Parent(s): 5bd95d4

Expand oQ6e model card

Browse files

Replace the compact card with the full BigBang Lumen card adapted to this standalone oQ tier.

Files changed (1) hide show

README.md +82 -26

README.md CHANGED Viewed

@@ -1,6 +1,4 @@
 ---
-language:
-- en
 library_name: mlx
 license: openmdw-1.1
 license_link: https://huggingface.co/AmixDigital/BigBang-v1-mtp-oQ6e/blob/main/LICENSE
@@ -13,36 +11,94 @@ tags:
 - quantized
 - moe
 - multi-token-prediction
 - apple-silicon
 - macos
 ---
-<main style="max-width: 920px; margin: 0 auto; padding: 0 0 56px; color-scheme: inherit; color: light-dark(#12332B, #ECFFF9); background: light-dark(#FCFFFE, #071310); font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; font-size: 16px; line-height: 1.65; overflow-wrap: anywhere;">
-  <header style="margin: 0 0 32px; padding: clamp(28px, 5vw, 44px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 28px; background: linear-gradient(135deg, light-dark(#E9FFF6, #0B241E), light-dark(#F9FFFC, #071310)); box-shadow: 0 18px 50px light-dark(rgba(11, 81, 65, .10), rgba(0, 0, 0, .30));">
     <span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em; text-transform: uppercase;">Community oQ quantization · Apple Silicon</span>
-    <h1 style="margin: 20px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(30px, 4.6vw, 42px); line-height: 1.04; letter-spacing: -.04em;">BigBang-v1-mtp-oQ6e</h1>
-    <p style="max-width: 59ch; margin: 16px 0 0; color: light-dark(#416A60, #A5C9BD); font-size: clamp(17px, 2.1vw, 20px);">A standalone enhanced oQ6e MLX edition of BigBang-v1 MTP for local Apple Silicon inference.</p>
-    <div style="display: flex; flex-wrap: wrap; gap: 0; margin-top: 22px; border-top: 1px solid light-dark(#BFE3D6, #235449); border-bottom: 1px solid light-dark(#BFE3D6, #235449);">
-      <div style="flex: 1 1 150px; padding: 13px 12px 13px 0;"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE);">oQ6e</strong><span style="color: light-dark(#416A60, #A5C9BD); font-size: 12px;">enhanced oQ level</span></div>
-      <div style="flex: 1 1 150px; padding: 13px 12px; border-left: 1px solid light-dark(#BFE3D6, #235449);"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE);">28.084 GiB</strong><span style="color: light-dark(#416A60, #A5C9BD); font-size: 12px;">published files</span></div>
-      <div style="flex: 1 1 150px; padding: 13px 0 13px 12px; border-left: 1px solid light-dark(#BFE3D6, #235449);"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE);">6 MLX shards</strong><span style="color: light-dark(#416A60, #A5C9BD); font-size: 12px;">one complete variant</span></div>
     </div>
   </header>
-  <nav aria-label="Model card sections" style="display: flex; flex-wrap: wrap; gap: 8px 18px; margin: 0 0 32px; padding: 0 4px 18px; border-bottom: 1px solid light-dark(#C8E8DE, #235449); font-size: 13px; font-weight: 700;"><a href="#about" style="color: light-dark(#087E6A, #6FFFE8);">Overview</a><a href="#details" style="color: light-dark(#087E6A, #6FFFE8);">Model</a><a href="#build" style="color: light-dark(#087E6A, #6FFFE8);">Build</a><a href="#usage" style="color: light-dark(#087E6A, #6FFFE8);">Usage</a><a href="#evaluation" style="color: light-dark(#087E6A, #6FFFE8);">Evaluation</a><a href="#license" style="color: light-dark(#087E6A, #6FFFE8);">License</a></nav>
-  <section id="about" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>About This Release</h2><p><strong>BigBang-v1-mtp-oQ6e</strong> is one independently distributed MLX oQ quantization in the <a href="https://huggingface.co/collections/AmixDigital/bigbang-v1-mtp-oq-quantizations-6a81d0afca1d9c118488597e" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">BigBang-v1 MTP oQ Quantizations collection</a>. It contains one complete oQ6e artifact; do not combine its files with another level.</p></section>
-  <section id="notices" style="margin: 0 0 22px; padding: clamp(22px, 3.5vw, 30px); border: 1px solid light-dark(#FFE27A, #6B4E00); border-radius: 16px; background: light-dark(#FFF9E8, #30240E); color: light-dark(#6B4E00, #FFE27A);"><h2>Important Notices</h2><ul><li>This is a community quantization, not an official Endless Frontier release.</li><li>No independent benchmark suite has been completed for this specific oQ6e artifact.</li><li>Only macOS on Apple Silicon is in scope; minimum unified memory is not measured.</li></ul></section>
-  <section id="details" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Model Details</h2><div aria-label="Model details" style="overflow-x: auto;"><table style="width: 100%; min-width: 520px; border-collapse: collapse;"><tbody><tr><th scope="row" style="text-align:left; padding:10px;">Format</th><td style="padding:10px;">MLX Safetensors</td></tr><tr><th scope="row" style="text-align:left; padding:10px;">Architecture</th><td style="padding:10px;">Qwen3.5 MoE conditional generation, inherited through BigBang-v1</td></tr><tr><th scope="row" style="text-align:left; padding:10px;">Quantization</th><td style="padding:10px;">oQ6e; 6-bit default affine configuration, group size 64, with enhanced per-tensor overrides</td></tr><tr><th scope="row" style="text-align:left; padding:10px;">Artifact size</th><td style="padding:10px;">28.084 GiB across 6 shards</td></tr><tr><th scope="row" style="text-align:left; padding:10px;">Context</th><td style="padding:10px;">262,144 tokens configured upstream; not independently long-context tested</td></tr></tbody></table></div></section>
-  <section id="lineage" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Provenance and Lineage</h2><ol><li><strong>Published artifact:</strong> this complete MLX oQ6e quantization, prepared by <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#087E6A, #6FFFE8);">AmixDigital</a>.</li><li><strong>Direct source:</strong> <a href="https://huggingface.co/endless-frontier/BigBang-v1/tree/fe313c9057ca2c51a07c7cf141915dc8cc3f620e" style="color: light-dark(#087E6A, #6FFFE8);">endless-frontier/BigBang-v1 at revision fe313c9</a>.</li><li><strong>Technical ancestor:</strong> <a href="https://huggingface.co/Qwen/Qwen3.6-35B-A3B" style="color: light-dark(#087E6A, #6FFFE8);">Qwen/Qwen3.6-35B-A3B</a>, credited by the direct source. Its technical lineage does not define this release's visual identity.</li></ol></section>
-  <section id="build" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Transformation Details</h2><p>AmixDigital performed only oQ quantization, using the <a href="https://github.com/jundot/omlx" style="color: light-dark(#087E6A, #6FFFE8);">oMLX engine</a> through its graphical interface. The configuration records 244 enhanced per-tensor precision overrides. The oMLX version and exact build procedure were not recorded.</p><p>The machine-readable calibration report is not published because it contains a personal local path. Its recorded calibration summary is not a quality evaluation.</p></section>
-  <section id="requirements" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Requirements and Compatibility</h2><ul><li>macOS on Apple Silicon only.</li><li>A family-level smoke test was reported on a MacBook Pro with M4 Max and 128 GB unified memory; the exact oQ tier, macOS version, and MLX runtime version were not recorded.</li><li>Windows, Linux, CUDA, GGUF, vLLM, and server-GPU compatibility are not claimed.</li></ul></section>
-  <section id="usage" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Usage</h2><ol><li>Use this repository as one intact MLX model directory.</li><li>Keep the index, all shards, tokenizer assets, chat template, generation configuration, and multimodal preprocessing files together.</li><li>Load it in a compatible local MLX workflow on Apple Silicon and begin with a modest context.</li></ol><h3>Prompting, Thinking and Tool Use</h3><p>The included chat template contains image, video, thinking, and tool-message formatting branches. No end-to-end result for thinking or tool use is claimed for this exact quantization.</p></section>
-  <section id="evaluation" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Evaluation and Performance</h2><p><strong>No independent benchmark suite has been completed for this release.</strong> Throughput, latency, memory, reasoning, coding, vision, tool use, thinking, and long-context behavior are unmeasured for this exact oQ6e artifact. Upstream results must not be attributed to it.</p></section>
-  <section id="uses" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Intended Uses</h2><p>Local experimentation, controlled evaluation, and image-text-to-text research on compatible Apple Silicon Macs.</p><h2>Out-of-Scope Uses</h2><p>Unsupervised high-stakes decisions, autonomous destructive tool execution, and unverified platform compatibility claims.</p></section>
-  <section id="risks" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Risks, Biases and Limitations</h2><p>This artifact inherits the direct source's risks and limitations. Quantization can introduce additional variance or degradation. Validate outputs, memory behavior, and the exact oQ tier in the intended environment.</p><h2>Recommendations and Mitigations</h2><p>Keep human review for consequential outputs; sandbox tools; protect private data and credentials; and monitor unified-memory pressure.</p></section>
-  <section id="license" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>License and Responsible Use</h2><p>The quantized artifacts are distributed under <a href="https://openmdw.ai/license/1-1/" style="color: light-dark(#087E6A, #6FFFE8);">OpenMDW-1.1</a>. The direct source is Apache-2.0; its retained text is available as <code>LICENSE-APACHE-2.0</code>. Recipients must comply with all applicable terms and notices.</p></section>
-  <section id="acknowledgements" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Acknowledgements</h2><p><a href="https://huggingface.co/endless-frontier" style="color: light-dark(#087E6A, #6FFFE8);">Endless Frontier</a> created BigBang-v1; <a href="https://huggingface.co/Qwen" style="color: light-dark(#087E6A, #6FFFE8);">Qwen</a> created the technical base credited by the direct source; AmixDigital prepared this MLX oQ distribution.</p><h2>Model Card Contact</h2><p>Contact <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#087E6A, #6FFFE8);">AmixDigital on Hugging Face</a> or open a discussion in this repository.</p></section>
-  <section id="files" style="margin: 0 0 22px; padding: clamp(24px, 4vw, 34px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FFFFFF, #0C1A16);"><h2>Repository Files</h2><div aria-label="Repository file roles" style="overflow-x: auto;"><table style="width: 100%; min-width: 560px; border-collapse: collapse;"><thead><tr><th style="text-align:left; padding:10px;">File</th><th style="text-align:left; padding:10px;">Purpose</th></tr></thead><tbody><tr><td style="padding:10px;"><code>model-*.safetensors</code> + index</td><td style="padding:10px;">Complete oQ6e MLX weights and shard map</td></tr><tr><td style="padding:10px;"><code>config.json</code> and generation configuration</td><td style="padding:10px;">Architecture and quantization settings</td></tr><tr><td style="padding:10px;">Tokenizer, template, and preprocessing assets</td><td style="padding:10px;">Required local loading and multimodal formatting assets</td></tr><tr><td style="padding:10px;">Licenses, attributes, and this card</td><td style="padding:10px;">Distribution metadata</td></tr></tbody></table></div></section>
-  <footer style="padding-top: 24px; border-top: 1px solid light-dark(#C8E8DE, #235449); color: light-dark(#416A60, #A5C9BD);">Independent community quantization. BigBang-v1 and all upstream names remain the property of their respective owners.</footer>
 </main>

 ---
 library_name: mlx
 license: openmdw-1.1
 license_link: https://huggingface.co/AmixDigital/BigBang-v1-mtp-oQ6e/blob/main/LICENSE
 - quantized
 - moe
 - multi-token-prediction
+- image-text-to-text
 - apple-silicon
 - macos
 ---
+<main style="max-width: 920px; margin: 0 auto; padding: 0 0 56px; color-scheme: inherit; color: light-dark(#15322E, #ECFFF9); background: light-dark(#FCFFFE, #071310); font-family: Geist, Inter, -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; overflow-wrap: anywhere;">
+  <header style="margin: 0 0 36px; padding: clamp(30px, 5vw, 44px); border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 28px; background: linear-gradient(135deg, light-dark(#E7FFF5, #0A211B), light-dark(#FCFFFE, #071310)); box-shadow: 0 18px 50px light-dark(rgba(18, 85, 70, .10), rgba(0, 0, 0, .30));">
     <span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em; text-transform: uppercase;">Community oQ quantization · Apple Silicon</span>
+    <h1 style="max-width: 760px; margin: 18px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(30px, 4.6vw, 40px); line-height: 1.04; letter-spacing: -.04em;">BigBang-v1-mtp-oQ6e</h1>
+    <p style="max-width: 58ch; margin: 16px 0 0; color: light-dark(#527068, #A5C9BD); font-size: clamp(17px, 2.1vw, 20px); line-height: 1.55;">One complete enhanced oQ6e MLX quantization of BigBang-v1 MTP for local Apple Silicon inference.</p>
+    <div style="display: flex; flex-wrap: wrap; gap: 0; margin-top: 22px; border-top: 1px solid light-dark(#C8E8DE, #235449); border-bottom: 1px solid light-dark(#C8E8DE, #235449);">
+      <div style="flex: 1 1 145px; min-width: 0; padding: 13px 12px 13px 0;"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE); font-size: 16px;">oQ6e</strong><span style="color: light-dark(#527068, #A5C9BD); font-size: 12px;">enhanced oQ level</span></div>
+      <div style="flex: 1 1 145px; min-width: 0; padding: 13px 12px; border-left: 1px solid light-dark(#C8E8DE, #235449);"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE); font-size: 16px;">28.084 GiB</strong><span style="color: light-dark(#527068, #A5C9BD); font-size: 12px;">complete repository size</span></div>
+      <div style="flex: 1 1 145px; min-width: 0; padding: 13px 12px; border-left: 1px solid light-dark(#C8E8DE, #235449);"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE); font-size: 16px;">6 MLX shards</strong><span style="color: light-dark(#527068, #A5C9BD); font-size: 12px;">one intact artifact</span></div>
+      <div style="flex: 1 1 145px; min-width: 0; padding: 13px 0 13px 12px; border-left: 1px solid light-dark(#C8E8DE, #235449);"><strong style="display: block; color: light-dark(#0C2620, #FCFFFE); font-size: 16px;">128 GB reported</strong><span style="color: light-dark(#527068, #A5C9BD); font-size: 12px;">family smoke test</span></div>
     </div>
   </header>
+  <nav aria-label="Model card sections" style="display: flex; flex-wrap: wrap; gap: 8px 18px; margin: -10px 0 36px; padding: 0 4px 18px; border-bottom: 1px solid light-dark(#C8E8DE, #235449); font-size: 13px; font-weight: 700;">
+    <a href="#about-this-release" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">Overview</a>
+    <a href="#model-details" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">Model</a>
+    <a href="#transformation-details" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">Build</a>
+    <a href="#usage" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">Usage</a>
+    <a href="#evaluation-and-performance" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">Evaluation</a>
+    <a href="#license-and-responsible-use" style="color: light-dark(#087E6A, #6FFFE8); text-decoration: none;">License</a>
+  </nav>
+  <section id="about-this-release" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">01 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">About This Release</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="max-width: 72ch; margin: 0 0 14px;"><strong style="color: light-dark(#087E6A, #6FFFE8);">BigBang-v1-mtp-oQ6e</strong> is an independent, standalone MLX oQ quantization of <a href="https://huggingface.co/endless-frontier/BigBang-v1" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">endless-frontier/BigBang-v1</a>. This repository contains exactly one complete oQ6e level, not a mixture of alternative tiers.</p><ol style="max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 7px;"><strong>Selection:</strong> browse the <a href="https://huggingface.co/collections/AmixDigital/bigbang-v1-mtp-oq-quantizations-6a81d0afca1d9c118488597e" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">BigBang-v1 MTP oQ Quantizations collection</a> to compare the nine standalone levels.</li><li style="margin-bottom: 7px;"><strong>Published artifact:</strong> 6 MLX Safetensors shards plus the exact model, tokenizer, prompt, and multimodal preprocessing assets required by this tier.</li><li><strong>Maintainer transformation:</strong> oQ quantization only; no fine-tuning, merge, behavior edit, DFlash, DSpark, draft weights, or acceleration companion was added.</li></ol></div>
+  </section>
+  <section id="important-notices" style="margin: 0 0 30px; overflow: hidden; border: 1px solid light-dark(#FFE27A, #6B4E00); border-radius: 14px; background: light-dark(#FFF9E8, #30240E);">
+    <div style="padding: 15px 18px; border-bottom: 1px solid light-dark(#FFE27A, #6B4E00);"><span style="color: light-dark(#8D6300, #FFE27A); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em; text-transform: uppercase;">Notice</span><h2 style="margin: 7px 0 0; color: light-dark(#6B4E00, #FFE27A); font-size: clamp(19px, 2.7vw, 23px);">Important Notices</h2></div>
+    <div style="padding: clamp(20px, 3.5vw, 26px); color: light-dark(#6B4E00, #FFE27A);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 7px;">This is a community quantization, not an official Endless Frontier release.</li><li style="margin-bottom: 7px;">A basic family-level smoke test was reported on a MacBook Pro with M4 Max and 128 GB unified memory. The exact oQ tier, macOS version, and MLX runtime version were not recorded.</li><li style="margin-bottom: 7px;">No independent benchmark, reasoning, development, tool-use, thinking, vision, or long-context evaluation is claimed for this exact oQ6e artifact.</li><li>Results reported for the source model are not results for this quantization.</li></ul></div>
+  </section>
+  <section id="model-details" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">02 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Model Details</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><div role="region" aria-label="Model details table" tabindex="0" style="overflow-x: auto; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 10px;"><table style="width: 100%; min-width: 610px; border-collapse: collapse;"><tbody><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Format</th><td style="padding: 11px 12px;">MLX Safetensors</td></tr><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Modality</th><td style="padding: 11px 12px;">Image-text-to-text, inherited from BigBang-v1</td></tr><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Architecture</th><td style="padding: 11px 12px;">Qwen3.5 MoE conditional generation, inherited through BigBang-v1</td></tr><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Quantization</th><td style="padding: 11px 12px;">oQ6e; 6-bit default affine configuration, group size 64, with 244 enhanced per-tensor overrides</td></tr><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Weights</th><td style="padding: 11px 12px;">6 shards, 28.084 GiB total repository size</td></tr><tr><th scope="row" style="padding: 11px 12px; text-align: left;">Context</th><td style="padding: 11px 12px;">262,144 tokens configured upstream; not independently long-context tested</td></tr></tbody></table></div><p style="max-width: 72ch; margin: 14px 0 0; color: light-dark(#527068, #A5C9BD);">This page intentionally exposes one selectable quantization level. The Hub can therefore calculate its MLX footprint without summing the other eight alternatives.</p></div>
+  </section>
+  <section id="provenance-and-lineage" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">03 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Provenance and Lineage</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><ol style="max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;"><strong>Published artifact:</strong> this complete MLX oQ6e quantization, prepared by <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">AmixDigital</a>.</li><li style="margin-bottom: 8px;"><strong>Direct source:</strong> <a href="https://huggingface.co/endless-frontier/BigBang-v1/tree/fe313c9057ca2c51a07c7cf141915dc8cc3f620e" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">endless-frontier/BigBang-v1 at revision fe313c9</a>.</li><li><strong>Technical ancestor:</strong> <a href="https://huggingface.co/Qwen/Qwen3.6-35B-A3B" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">Qwen/Qwen3.6-35B-A3B</a>, credited by the direct source. It is a technical ancestor, not this release's visual reference.</li></ol><p style="max-width: 72ch; margin: 16px 0 0;">No fine-tuning, merge, behavior edit, or acceleration model was added by AmixDigital.</p></div>
+  </section>
+  <section id="transformation-details" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">04 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Transformation Details</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="max-width: 72ch; margin: 0 0 12px;">This release was quantized with the <a href="https://github.com/jundot/omlx" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">oMLX engine</a> through its graphical interface. It uses the oQ6e enhanced plan: a 6-bit default affine quantization, group size 64, and 244 recorded per-tensor precision overrides.</p><p style="max-width: 72ch; margin: 0 0 12px;">The local calibration report identifies <code>oqe_code_multilingual</code> and records 523 entries, 481 applied entries, two missing entries, no mismatches, and one zero-count expert. This is an allocation record, not a quality evaluation.</p><p style="max-width: 72ch; margin: 0;">The machine-readable report is intentionally excluded because it contains a personal local path. The oMLX version and exact build procedure were not recorded.</p></div>
+  </section>
+  <section id="requirements-and-compatibility" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">05 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Requirements and Compatibility</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;"><strong>Reported family test environment:</strong> MacBook Pro with M4 Max and 128 GB unified memory; basic loading and operation were reported, but the exact tier and software versions were not recorded.</li><li style="margin-bottom: 8px;"><strong>Platform:</strong> macOS on Apple Silicon only.</li><li style="margin-bottom: 8px;"><strong>Runtime:</strong> an MLX-compatible local runtime supporting the inherited architecture and image/video preprocessing assets.</li><li style="margin-bottom: 8px;"><strong>Memory:</strong> minimum unified memory is not independently measured. Disk size is not a safe proxy for memory requirements.</li><li><strong>Not claimed:</strong> Windows, Linux, CUDA, GGUF, vLLM, or server-GPU compatibility.</li></ul></div>
+  </section>
+  <section id="usage" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">06 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Usage</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><ol style="max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;">Use this repository as one intact MLX model directory.</li><li style="margin-bottom: 8px;">Keep its index, all shards, tokenizer, chat template, preprocessor, and video preprocessor configuration files together.</li><li style="margin-bottom: 8px;">Load it in a compatible local MLX workflow on Apple Silicon.</li><li>Begin with short prompts and modest context, then observe memory pressure before increasing the workload.</li></ol><div id="prompting-thinking-and-tool-use" style="margin-top: 18px; padding: 12px 14px; border-radius: 8px; background: light-dark(#E3FAF1, #0D2D25);"><h3 style="margin: 0 0 7px; font-size: 16px;">Prompting, Thinking and Tool Use</h3><p style="max-width: 72ch; margin: 0;">The included chat template contains image, video, thinking, and tool-message formatting branches. No end-to-end thinking or tool-use result is claimed for this exact quantization.</p></div></div>
+  </section>
+  <section id="evaluation-and-performance" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">07 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Evaluation and Performance</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="max-width: 72ch; margin: 0; padding: 12px 14px; border-radius: 8px; background: light-dark(#FFF9E8, #30240E); color: light-dark(#6B4E00, #FFE27A);"><strong>No independent evaluation has been completed for this exact oQ6e release.</strong> A family-level basic smoke test was reported on a MacBook Pro with M4 Max and 128 GB unified memory, but neither the exact oQ tier nor a metric was recorded. Throughput, latency, memory, reasoning, development, generation quality, vision, tool use, thinking, and long-context behavior remain unmeasured. Upstream scores must not be attributed to this artifact.</p></div>
+  </section>
+  <section id="intended-uses" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">08 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Intended Uses</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li>Local experimentation and evaluation on compatible Apple Silicon Macs.</li><li>Image-text-to-text research and development with human review.</li><li>Comparing oQ storage levels under the user's own controlled workload.</li></ul></div></section>
+  <section id="out-of-scope-uses" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">09 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Out-of-Scope Uses</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li>Unsupervised high-stakes medical, legal, financial, employment, safety, or infrastructure decisions.</li><li>Autonomous destructive tool execution without sandboxing, review, and recovery controls.</li><li>Claims of compatibility not documented in this card.</li></ul></div></section>
+  <section id="risks-biases-and-limitations" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">10 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Risks, Biases and Limitations</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li>Model outputs may be inaccurate, biased, unsafe, fabricated, or unsuitable for a particular context.</li><li>Quantization can introduce changes beyond the limitations of the direct source.</li><li>The calibration record has two missing entries and one zero-count expert; it is not an assurance of quality.</li><li>Minimum memory and functional behavior remain unmeasured.</li></ul></div></section>
+  <section id="recommendations-and-mitigations" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">11 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Recommendations and Mitigations</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li>Evaluate the exact oQ level and intended prompts before use.</li><li>Keep human review for consequential outputs and generated code.</li><li>Sandbox tool access and protect credentials, private data, and the filesystem.</li><li>Monitor memory pressure and stop before macOS memory compression or swapping compromises the workload.</li></ul></div></section>
+  <section id="license-and-responsible-use" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">12 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">License and Responsible Use</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="max-width: 72ch; margin: 0 0 12px;">The quantized artifacts in this repository are distributed under the <a href="https://openmdw.ai/license/1-1/" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">OpenMDW-1.1 License</a>, included as <a href="https://huggingface.co/AmixDigital/BigBang-v1-mtp-oQ6e/blob/main/LICENSE" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;"><code>LICENSE</code></a>.</p><p style="max-width: 72ch; margin: 0;">The direct source is licensed under Apache-2.0. Its license text is retained as <a href="https://huggingface.co/AmixDigital/BigBang-v1-mtp-oQ6e/blob/main/LICENSE-APACHE-2.0" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;"><code>LICENSE-APACHE-2.0</code></a>. Recipients and redistributors must comply with all applicable terms and notices.</p></div>
+  </section>
+  <section id="acknowledgements" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">13 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Acknowledgements</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li><a href="https://huggingface.co/endless-frontier" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">Endless Frontier</a> for BigBang-v1, the direct source.</li><li><a href="https://huggingface.co/AmixDigital" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">AmixDigital</a> for this MLX oQ distribution.</li></ul></div></section>
+  <section id="model-card-contact" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);"><div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">14 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Model Card Contact</h2></div><div style="padding: clamp(26px, 4.2vw, 36px);"><p style="max-width: 72ch; margin: 0;">Contact <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#087E6A, #6FFFE8); font-weight: 700;">AmixDigital on Hugging Face</a> or open a repository discussion to report an error or propose a correction.</p></div></section>
+  <section id="release-files" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#C8E8DE, #235449); border-radius: 20px; background: light-dark(#FCFFFE, #071310);">
+    <div style="padding: 18px 22px; border-top: 2px solid light-dark(#32C8A4, #6FFFE8); border-bottom: 1px solid light-dark(#C8E8DE, #235449); background: light-dark(#F2FFF9, #0D211B);"><span style="color: light-dark(#087E6A, #6FFFE8); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">15 / 15</span><h2 style="margin: 7px 0 0; color: light-dark(#0C2620, #FCFFFE); font-size: clamp(18px, 2.4vw, 22px);">Repository Files</h2></div>
+    <div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="max-width: 72ch; margin: 0; padding-left: 22px;"><li><code>model-*.safetensors</code> and <code>model.safetensors.index.json</code>: the complete oQ6e MLX shard set and its shard map.</li><li><code>config.json</code>, <code>generation_config.json</code>, <code>chat_template.jinja</code>: model, quantization, generation, and prompt configuration.</li><li><code>tokenizer.json</code>, <code>tokenizer_config.json</code>, <code>merges.txt</code>, <code>vocab.json</code>: tokenizer assets.</li><li><code>preprocessor_config.json</code> and <code>video_preprocessor_config.json</code>: multimodal preprocessing assets.</li><li><code>LICENSE</code>, <code>LICENSE-APACHE-2.0</code>, <code>.gitattributes</code>, and this <code>README.md</code>: distribution metadata.</li></ul></div>
+  </section>
+  <footer style="padding: 26px 0 8px; border-top: 1px solid light-dark(#C5D0DF, #34445C); color: light-dark(#527068, #A5C9BD); font-family: Georgia, 'Times New Roman', serif; font-size: 16px; line-height: 1.68;">This is an independent community quantization. It is not an official release by, affiliated with, or endorsed by Endless Frontier. All upstream models, names, and trademarks remain the property of their respective owners.</footer>
 </main>