README.md

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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](https://tweaklogic.com)
* **LinkedIn:** [linkedin.com/company/tweaklogic](https://www.linkedin.com/company/tweaklogic)
* **Inquiries:** [tweaklogic.com/contact-us](https://tweaklogic.com/contact-us)

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