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:
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想法的改变，来自对“冰天雪地也是金山银山”的信服。，详情可参考safew官方下载
圖像加註文字，1980年伊拉克士兵入侵伊朗。此外，哈梅內伊也鼓勵個人崇拜，以確保公眾效忠，並以政治鎮壓和任意逮捕政治對手作為後盾。
，这一点在旺商聊官方下载中也有详细论述
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美以伊戰爭第四天焦點：以色列大規模空襲德黑蘭、貝魯特「軍事目標」