在代码大模型（Code LLMs）的预训练中，行业内长期存在一种惯性思维，即把所有编程语言的代码都视为同质化的文本数据，主要关注数据总量的堆叠。然而，现代软件开发本质上是多语言混合的，不同语言的语法特性、语料规模和应用场景差异巨大。如果忽略这些差异，笼统地应用通用的 Scaling Laws，往往会导致性能预测偏差和算力浪费。

在 AI 爆火的这几年中，有一门编程语言的成绩不得不提——Python。 自 2021 年 10 月登顶 TIOBE 榜首以来，Python 至今稳居第一，并第六次摘下了 TIOBE 2024 年度编程语言的桂冠。 在去年 GitHub 发布的《2024 年 Octoverse 报告》中，Python 首次超越了 JavaScript，成为 ...

For the first time in Tiobe's long-running index, 35-year-old Python has overtaken Java to become the second-most popular programming language. Python, a top choice for data-science and ...

Microsoft's Visual Studio Code dev teams for Java and Python announced Gradle enhancements for the former and improved Python discovery for the latter. The company updates its associated extensions on ...

Can Java give Python a run for its money in the burgeoning, trendy AI space? While Python still gets top billing when it comes to developing for AI, Java proponents see the nearly 30-year-old Java ...

Microsoft announced March 2024 updates to its Python and Java extensions for Visual Studio Code, the open source-based, cross-platform code editor that has repeatedly been named the No. 1 tool in ...

Community driven content discussing all aspects of software development from DevOps to design patterns. I recently recently compared Java’s REPL scripting environment to Python’s. Many detractors felt ...

This content has been selected, created and edited by the Finextra editorial team based upon its relevance and interest to our community. The use of Python is catching up to Java in banking and ...

C and Java remain the most popular languages in the Tiobe community index, but Python is stalking them and will likely take top spot in the future. According to Tiobe's July 2021 index, the three most ...

IT之家 12 月 23 日消息，TIOBE 指数 2025 年 12 月排行榜现已在官网公布，这个月 Python 依旧稳如泰山，以 23.64% 的市场份额夺得冠军，而 C 语言则是从上月的第 4 名升至亚军，市场份额 10.11%，C++ 语言也从上月的亚军跌至季军，份额为 8.95%。 值得注意的是，Java 在本月跌出前三，市场份额 8.7%，落得第四名。 10、R，市场份额 1.96% ...