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LLMs

Meta Deploys LLM-Generated Tests That Catch Bugs Before Code Lands
For developersOctober 29, 2026, 17:00

Meta Deploys LLM-Generated Tests That Catch Bugs Before Code Lands

Meta has moved its Catching Just-in-Time Tests (JiTTests) from research prototype to production infrastructure. According to Meta, the system uses large language models…

Google Research Gives LLMs a Sleep Phase to Retain Knowledge
ResearchOctober 27, 2026, 18:35

Google Research Gives LLMs a Sleep Phase to Retain Knowledge

Google Research has introduced a sleep framework for continual learning, in which a large language model alternates between active use and an offline phase that…

Apple study: efficient LLM steering methods often come at a steep cost to fluency
ResearchSeptember 30, 2026

Apple study: efficient LLM steering methods often come at a steep cost to fluency

A new Apple machine learning paper finds that efficient methods for steering large language models frequently achieve their goal at a steep cost to fluency. The study…