Microsoft Research presents LLM-42 for deterministic AI inference

Microsoft Research has presented LLM-42, a scheduling-based technique for deterministic large-language-model inference. The system generates candidate tokens on a fast path and verifies them under a fixed-shape schedule, rolling back when mismatches occur. Researchers say the approach allows determinism to be applied selectively, which can be useful for evaluation, auditing and continuous-integration workloads.