模型选择了 Qwen2.5-Coder-32B-Instruct，4bit 量化 + LoRA，8 张 H100 能快速跑起来。 执行正确性：生成的 SQL 在数据库上执行，结果跟标准答案是否一致。这是唯一能反映"SQL 写对了没有"的信号。采用 F1 软评分——部分匹配的 SQL 也能拿到 0~1 之间的分数，而不是非 0 即 1。这样一条返回了 100 行中 99 行正确的 SQL 能拿到 0 ...

Microsoft patched 79 security vulnerabilities this month, including bugs that could let attackers escalate privileges or crash critical services.

Abstract: Text-to-SQL aims to parse natural language problems into SQL queries, which can provide a simple interface to access large databases enabling SQL novices a quicker entry into databases. As ...

Microsoft is aware of public disclosure of two of today’s Patch Tuesday vulnerabilities, but without evidence of exploitation in the wild for any (yet), so there are no Microsoft additions to CISA’s ...

Tenable Research revealed "LeakyLooker," a set of nine novel cross-tenant vulnerabilities in Google Looker Studio. These flaws could have let attackers exfiltrate or modify data across Google services ...

Google’s new Android Bench ranks the top AI models for Android coding, with Gemini 3.1 Pro Preview leading Claude Opus 4.6 and GPT-5.2-Codex.

Researchers at red-team security startup CodeWall say their AI agent hacked McKinsey's internal AI platform and gained full ...

Google Cloud has recently announced the preview of a global queries feature for BigQuery. The new option lets developers run ...

想象一下，你正坐在电脑前准备学习 Python 编程。屏幕上的老师开始讲解一个案例——关于加拉帕戈斯群岛的雀鸟进化数据。如果你的本职工作是生物学家，这简直太棒了；但如果你是一位试图优化广告点击率的数字营销经理，你可能会瞬间感到无聊、甚至想要关掉页面。 这正是传统在线教育的痛点：它是一场“千人一面”的广播，而非一次“因材施教”的对话。 在过去的十几年里，我们经历了将课堂搬到线上的 Coursera ...

From the browser to the back end, the ‘boring’ choice is exciting again. We look at three trends converging to bring SQL back ...

Memori Labs is the creator of the leading SQL-native memory layer for AI applications. Its open-source repository is one of the top-ranked memory systems on GitHub, with rapidly expanding developer ...