ChatGPT, Perplexity, Gemini, and other cloud-based LLM providers may be more powerful than anything I can self-host on my local services, but the privacy-respecting nature and (comparatively) usage ...

Deploying AI agents for repository-scale tasks like bug detection, patch verification, and code review requires overcoming significant technical hurdles. One major bottleneck: the need to set up ...

The code generated by large language models (LLMs) has improved some over time — with more modern LLMs producing code that has a greater chance of compiling — but at the same time, it's stagnating in ...

A new “semi-formal reasoning” approach forces AI models to trace code paths and justify conclusions, improving accuracy while reducing reliance on costly execution environments. Meta researchers have ...