README.md

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title: README
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Tweaklogic

Tuned for Intelligence. Secure Edge AI & Embedded Systems.

Tweaklogic is an engineering collective specializing in the deployment, optimization, and securing of machine learning models for constrained environments. We bridge the gap between high-level AI research and rugged, production-ready embedded hardware.

🎯 Our Mission

To provide the infrastructure and expertise required to move autonomous systems from experimental prototypes to secure, high-performance global fleets.

🛠 Core Expertise

• Model Optimization: Specializing in quantization (INT8/FP16), pruning, and hardware-aware architecture search for NPUs and TPUs.
• Edge MLOps: Building automated pipelines for model versioning, testing, and fail-safe OTA (Over-The-Air) updates.
• Embedded Security: Implementing Hardware Root of Trust and signed firmware to protect proprietary AI models at the silicon level.
• Vertical Integration: Custom OS development (TLOS/TLRTOS) optimized for low-latency AI inference on architectures like ARM, RISC-V, and Tensilica.

🚀 Technical Stack

• Frameworks: PyTorch, TensorFlow Lite, ONNX, and Hugging Face Transformers.
• Deployment: STM32 Cube.AI, NVIDIA Jetson, ESP32, and custom Linux-based edge gateways.
• Infrastructure: ClearML, Mender, and hardened Nginx/SSO environments.

🌐 Connect With Us

• Website: tweaklogic.com
• LinkedIn: linkedin.com/company/tweaklogic
• Inquiries: tweaklogic.com/contact-us

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Building the future of autonomous intelligence in Defense, Mining, Oil & Gas and Agriculture.