个股层面，百川能源、皖天然气、锦江航运较济安定价分别低估 58.33%、50.27%、49.49%，估值折价显著，叠加所属板块景气度回升，具备稳健的估值修复机会；而准油股份、潜能恒信、华如科技偏离度均超 68%，最高达 105.25%，估值严重泡沫化，且均为 2 连板，短期涨幅透支预期，投机风险极高。
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It’s the fifth time Niall Walsh, who works nearby and runs the Proper Boozers Instagram account, has visited in recent months. “It’s just off the beaten track, but easy to get to,” Walsh says over a pint of Harvey’s. “You can get a real, authentic pub experience.”
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Andrej Karpathy described the pattern: “I ‘Accept All’ always, I don’t read the diffs anymore.” When AI code is good enough most of the time, humans stop reviewing carefully. Nearly half of AI-generated code fails basic security tests, and newer, larger models do not generate significantly more secure code than their predecessors. The errors are there. The reviewers are not. Even Karpathy does not trust it: he later outlined a cautious workflow for “code [he] actually care[s] about,” and when he built his own serious project, he hand-coded it.