在衡量大语言模型（LLM）代码生成能力的竞赛中，一个日益严峻的问题正浮出水面：当模型在 Humaneval、MBPP 等经典基准上纷纷取得近乎饱和的成绩时，我们究竟是在评估其真实的泛化推理能力，还是在检验其对训练语料库的「记忆力」？ 现有的代码基准正面临两大核心挑战：数据污染的风险，以及测试严谨性不足。前者使评测可能退化为「开卷考试」，后者则常常导致一种「正确的幻觉」（Illusion of Co ...

Just like algae blooms in the ocean and pollen in the spring, there’s been an explosion in the past year or two of new software, related tools and lingo from the IT and mainstream/consumer side. Some ...

IBM shares plummeted after AI startup Anthropic announced its tool can automate COBOL modernization, threatening IBM's core mainframe business. This AI advancement could compress years-long, costly ...

Extension that converts individual Java files to Kotlin code aims to ease the transition to Kotlin for Java developers.

The drive towards newer Java versions and updated enterprise specifications isn’t just about keeping up with the latest tech; ...

The ActiveState catalog grew to 40 million components in mid 2025 when it introduced coverage for Java and R in addition to Python, Perl, Ruby, and Tcl. As of January 2026, the company has expanded ...

According to Moderne, this extends OpenRewrite coverage from backend and frontend application code into the data and AI layer ...

CADEXSOFT announces new features and improvements in Manufacturing Toolkit 2026.1. In this new release, core MTK binaries have been renamed from CadExMTK to MTKCore. This change aligns binary naming ...

Despite rapid generation of functional code, LLMs are introducing critical, compounding security flaws, posing serious risks ...

CINCINNATI, OH, UNITED STATES, January 29, 2026 /EINPresswire.com/ -- Designing Resilient Systems That Bridge Finance, ...

February 2026 TIOBE Index shows Python still far ahead, C strengthening in second, C# rising, and R holding the top 10 as rankings compress.