期刊
期刊
关于智能体与结构化数据的田野笔记——模型生成 SQL 时何处失效、看似合理的数字为何不是答案，以及如何输出一个经得起检验的结果。
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The 15%-off dashboard: wrong joins corrupt analytics silently
A generated join that fans out rows doesn't crash. It inflates a metric by 15% and lets everyone keep steering by it. Silent wrongness is the real cost of text-to-SQL.
Replay What Your Agent Answered: AI Audit Trails That Hold
Only 17% of organizations can reconstruct what their agents did. From 2 August 2026 the EU AI Act expects the record to exist. Replay is how it holds.
The confidently wrong revenue number: why LLMs can't add
A model hands you a revenue figure with perfect posture and no arithmetic behind it. The research says the failure is structural — and so is the fix.
Prompt injection is the new SQL injection — the fix isn't SQL
P2SQL, CVE-2024-5565, EchoLeak, the Supabase leak: hostile SQL now arrives in the model's output. The fix is an agent with no syntax to inject into.
Read-only that wasn't: the week AI agents deleted production
An agent deleted a production database. Another destroyed user files. A third shipped a wipe order to a million installs. One July week — one shared write path.
写就是为了
被核查。
本期刊中的每一个数字均可追溯至能力契约或引用来源
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