Latentai.com

Latent AI offers an advanced edge AI platform designed to simplify the development, optimization, deployment, and management of AI models on resource-constrained edge devices such as drones, sensors, and rugged hardware. At its core is the Latent AI Efficient Inference Platform (LEIP), which automates complex machine learning workflows, enabling engineers and data scientists to build high-performance, secure AI solutions without deep expertise. Key components include LEIP Design for model selection and fine-tuning with user data, LEIP Optimize for compressing and compiling models to reduce size and boost inference speed by up to 73% while cutting GPU needs by 92%, and LEIP Deploy for secure, standardized runtime deployment across diverse hardware. The flagship Latent Agent revolutionizes edge AI development with a plain-language chat interface and VS Code extension, accelerating MLOps pipelines from exploration to deployment. Powered by Latent AI Recipes—a knowledge base from 200,000+ hours of edge compute and 12TB of telemetry—it provides optimized model-hardware recommendations, automates training, and enables adaptive models that self-monitor for drift, trigger retraining, and perform OTA updates autonomously. Additional tools like Latent Assisted Label reduce data labeling efforts by 99% via AI-assisted workflows, and the Latent Ruggedized Toolkit (RTK) supports off-grid, military-grade deployments with no-code interfaces. Tailored for defense, commercial, and enterprise use, Latent AI integrates with frameworks like TensorFlow, PyTorch, and ONNX, supporting modalities such as computer vision for detection, classification, and segmentation. It ensures enterprise-grade security through watermarking, encryption, and version tracking, while real-time diagnostics maintain model performance. By tackling edge AI challenges like power, size, and compute constraints, Latent AI empowers teams to scale deployments rapidly, from lab to field, fostering innovation in real-time applications.