Willow Ventures

StreamTensor: A PyTorch-to-Accelerator Compiler that Streams LLM Intermediates Across FPGA Dataflows | Insights by Willow Ventures

StreamTensor: A PyTorch-to-Accelerator Compiler that Streams LLM Intermediates Across FPGA Dataflows | Insights by Willow Ventures

StreamTensor: Revolutionizing LLM Inference on FPGAs In the fast-evolving landscape of machine learning, optimizing model inference is vital for enhanced performance and efficiency. StreamTensor offers an innovative approach by transforming PyTorch LLM graphs into dataflow accelerators on AMD’s Alveo U55C FPGA. What is StreamTensor? StreamTensor is a powerful compiler that translates PyTorch large language model […]

Bringing AI Agents Into Any UI: The AG-UI Protocol for Real-Time, Structured Agent–Frontend Streams | Insights by Willow Ventures

Bringing AI Agents Into Any UI: The AG-UI Protocol for Real-Time, Structured Agent–Frontend Streams | Insights by Willow Ventures

Understanding the AG-UI Protocol: The Future of AI Agents in User Interfaces AI agents have come a long way from simple chatbots to complex, interactive systems capable of reasoning, calling APIs, and collaborating with users in real-time. One critical aspect of their evolution is how these agents communicate with user interfaces, which is where the […]