🚀 QuantForge 2.0 — Pixel Forge Edition
QuantForge 2.0 expands the original on-device AI benchmarking toolkit with a new Model Compatibility Advisor, developed for the Pixel Forge AI Hackathon 2026.
🧠 New: Model Compatibility Advisor
Search or select an open-source AI model and QuantForge analyzes whether it can realistically run on your Android device.
The Advisor provides:
- 0–100 compatibility score
- EXCELLENT / GOOD / POSSIBLE / LIMITED / NOT RECOMMENDED status
- Automatic Android hardware detection
- System RAM and CPU analysis
- Model memory estimation
- FP16, Q8, Q6, Q5 and Q4 comparison
- Recommended quantization
- Recommended context configuration
- Local inference guidance
- Smaller compatible model alternatives
- Offline deterministic explanations
📱 Native Android Integration
The Model Compatibility Advisor is integrated directly into the existing QuantForge Android application.
The original QuantForge dashboard and benchmarking workflow remain available.
Flow:
QuantForge Home → Model Compatibility Advisor → Model Analysis → Recommendation
⚡ Existing Features Preserved
- FP32 on-device benchmarking
- INT8 on-device benchmarking
- MobileNetV3 benchmark engine
- CPU thread auto-tuning
- Benchmark comparison
- Hardware telemetry
- Benchmark JSON export
- QuantForge Lab
- Light/Dark themes
🌐 Web Model Advisor
QuantForge 2.0 also includes a web-based Model Compatibility Advisor for cross-platform hardware and model analysis.
🔒 Offline-First
The core Android compatibility engine works without an AI API key and does not require an internet connection for models included in the local catalog.
🏆 New for Pixel Forge 2026
The following capabilities were developed as the new Pixel Forge functionality:
- Model Compatibility Advisor
- Hardware-aware compatibility scoring
- Quantization recommendation engine
- Model memory estimation
- Smart alternative-model recommendations
- Native Android Advisor interface
- Web compatibility interface
- AI-assisted technical explanations
The original QuantForge benchmarking engine predates this release and remains preserved.
📦 Download
Download:
QuantForge-v2.0.0-PixelForge.apk
Android may ask permission to install applications from your browser/file manager.
Version: 2.0.0
Platform: Android
License: MIT