Meta shows structured prompts can make LLMs more reliable for code review

Meta researchers have developed a structured prompting technique that enables LLMs to verify code patches without executing them, achieving up to 93% accuracy in tests. The method, dubbed semi-formal reasoning, could help reduce reliance on the resource-heavy sandbox environments currently required for automated code validation. The development comes as organizations look to deploy agentic AI…

Read More

What next for junior developers?

Everyone is worried about junior developers. What are all these fresh-faced computer science graduates going to do now that AI is writing all the code?   It is a legitimate concern.  It wasn’t that long ago that the best advice I could give an early-career person interested in software development was to go to a boot camp. Sure,…

Read More

Enterprise Spotlight: Setting the 2026 IT agenda

IT leaders are setting their operations strategies for 2026 with an eye toward agility, flexibility, and tangible business results.  Download the January 2026 issue of the Enterprise Spotlight from the editors of CIO, Computerworld, CSO, InfoWorld, and Network World and learn about the trends and technologies that will drive the IT agenda in the year…

Read More