改编自丁墨小说《待我有罪时》的《待我醒来时》侧重于都市悬爱，讲述景甜和张新成分别饰演的女刑警与失忆的犯罪心理学教授共同探案并彼此萌生爱情的故事，两位主演的创新组合以及反差人设是该剧的重要话题来源。
The US has deployed a low-cost combat drone in Iran modelled on the Iranian Shahed, as it pushes to accelerate weapons programmes because the Ukraine war. The Low-Cost Uncrewed Combat Attack System (Lucas) drone was deployed just eight months after its Pentagon unveiling. Defence officials said the compressed timeline reflected lessons learned from observing drone warfare in Ukraine, where both sides have employed thousands of low-cost unmanned systems.
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I noticed a pattern: every LLM framework today lets the AI manage state and do math. Then we wonder why pipelines hallucinate numbers and break at 3 AM.I took a different approach and built Aura-State, an open-source Python framework that compiles LLM workflows into formally verified state machines.Instead of hoping the AI figures it out, I brought in real algorithms from hardware verification and statistical learning:CTL Model Checking: the same technique used to verify flight control systems, now applied to LLM workflow graphs. Proves safety properties before execution.Z3 Theorem Prover: every LLM extraction gets formally proven against business constraints. If the total ≠ price × quantity, Z3 catches it with a counterexample.Conformal Prediction: distribution-free 95% confidence intervals on every extracted field. Not just "the LLM said $450k" but "95% CI: [$448k, $452k]."MCTS Routing: Monte Carlo Tree Search (the algorithm behind AlphaGo) scores ambiguous state transitions mathematically.Sandboxed Math: English math rules compile to Python AST. Zero hallucination calculations.I ran a live benchmark against 10 real-estate sales transcripts using GPT-4o-mini: