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| title: README | |
| emoji: 🌍 | |
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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) | |
| --- | |
| *Building the future of autonomous intelligence in Defense, Mining, Oil & Gas and Agriculture.* | |