Cascade Technologies unveils a breakthrough implementation of 'Predicted Outputs' for the VLLM platform, enabling LLMs to skip regenerating predictable tokens by leveraging static text predictions. This technique slashes generation time—near-instant for perfect matches—using speculative decoding and diff algorithms while maintaining output accuracy. The innovation promises transformative speedups for coding agents, structured outputs, and document workflows.