Researchers propose Trajectory-Aware Commit Gating (TACG), a training-free decoder for diffusion language models that uses trajectory-aware signals to decide when to commit tokens, improving accuracy …
Vibe coding—prompting an AI agent and shipping unread output—introduces a measurable defect tax that makes it unsuitable for mission-critical systems, with 45% of AI-generated code containing security…
A cloud architect evaluated four Chinese LLM families—DeepSeek, Qwen, Kimi, and GLM—in a multi-region production pipeline serving thousands of requests per second via Global API's unified endpoint. De…
Researchers have developed Fast-dLLM++, a training-free extension to diffusion large language models that accelerates inference by selecting parallel token commit sets based on the full sorted confide…
Researchers have introduced DeepSuite, a new benchmark for evaluating AI coding agents that tests them using short, natural-language prompts requiring complex solutions across entire code repositories…