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