Ранее госсекретарь США Марко Рубио пришел в замешательство после вопроса журналистов о возможной причастности американских военных к авиаудару по школе на юге Ирана, в результате которого не стало более 100 учениц.
Run more realistic experiments with human volunteers: mocks and UXR studies with static prototypes are dead.
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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:，详情可参考体育直播
This all leads to plenty of concerns for governments and companies, said Kolasky. If China decides to more closely commit to helping Iranian military objectives, it could grant more assistance with AI capabilities, he explained. Also, Iran may have incentives to “empty the tank” and use all means available to it as conflict escalates. “AI-enabled cyber attacks have not really been tested at scale and whether U.S. critical infrastructure can defend against novel attacks is unknown,” he said. “There are clearly vulnerabilities that can be exploited and AI will make it easier for Iran to identify those.”