北航提出代码大模型的 Scaling Laws：编程语言差异与多语言最优配比策略

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。
ZDNet

Programming language rankings: JavaScript still rules, Python holds off Java

Love it or hate it, JavaScript is the most popular language today, followed by Python and Java, according to developer analyst RedMonk's Q1 2021 language popularity rankings. The top 20 in RedMonk's ...
InfoWorld

Python has overtaken JavaScript on GitHub

Python has overtaken JavaScript as the most popular language on GitHub, while the use of Jupyter Notebooks also has skyrocketed on the site. The rise of both underscore the surge in data science, ...
heise online

Python Web Framework: Django Developers Increasingly Use HTMX and Alpine.js

The web framework for Python is already celebrating its 20th birthday. A new study shows which JavaScript libraries are most frequently combined with it. The Django Software Foundation and the team ...
InfoWorld

Intro to PyScript: Run Python in your web browser

PyScript lets you run Python scripts right in the browser, side by side with JavaScript, with two-way interaction between your code and the web page. Created by Anaconda and launched in April 2022, ...