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。

Citing a lack of performance when it comes to concurrent workloads, Google decided it needed to toss out the standard Python interpreter in favour of a new approach that transcompiles Python into Go.

When it comes to ease and convenience for the developer and accelerating the speed of development, two programming languages rise above the pack—Python and Go. Today Python is a mainstay of scripting, ...

The top programming languages that developers want to learn next are Go and Python, according to a survey by developer skills-matching platform HackerRank. HackerRank surveyed over 116,000 developers ...