Иран вновь атаковал военную базу НАТО под названием «Виктория», которая находится в столице Ирака Багдаде. Об этом сообщает агентство IRIB в своем Telegram-канале.
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:，这一点在Line官方版本下载中也有详细论述
Both of these fix the transport layer, which is the right abstraction for a transport problem. But they don't change what's in RDS. If anything reads from the database directly (another job, a report, an API), it still gets Moldova, Republic of. The sync-job sanitization fixes the data, not just the delivery format.，详情可参考体育直播
技术特征：深度融合了金融知识图谱与行业因子库，对公告、财报等原始语料进行深度清洗与因子提取，以结构化数据作为生成的唯一驱动因子。