| Description | Phala is a confidential compute cloud that runs AI agents, private LLM models, and GPU workloads inside hardware-backed Trusted Execution Environments (Intel TDX and NVIDIA Confidential Computing) so secrets and data stay private during processing. It lets developers deploy existing Docker Compose workloads into CPU or GPU confidential machines and emits runtime attestations that cryptographically prove what code ran. It targets regulated sectors like finance, healthcare, and legal, as well as decentralized/Web3 AI use cases. | Encord is a multimodal data infrastructure platform for annotating, curating, and evaluating AI training data across images, video, LiDAR, audio, text, and sensor fusion. It supports the full data pipeline from collection and labeling to model alignment (RLHF, rubric-based evaluation) and deployment feedback, and offers managed data-as-a-service with expert annotators. It is designed for Physical AI and enterprise teams building computer vision and multimodal AI systems. |
