Same problems, same Apple M4 Pro, real numbers. This is one developer's journey up the ladder -- not a definitive ranking. A dedicated expert could squeeze more out of any of these tools. The full code is at faster-python-bench.
ВСУ вновь атаковали Севастополь02:33，推荐阅读吃瓜网获取更多信息
you also need to get lucky that no one else writes the same paper，推荐阅读传奇私服新开网｜热血传奇SF发布站｜传奇私服网站获取更多信息
Sunil et al., Memory Poisoning Attack and Defense on Memory Based LLM-Agents, arXiv:2601.05504, January 2026. ↩