Most teams discussing agent security in 2026 still start from an outdated assumption: the main problem is that we only log prompts. That was closer to true in early LLM app stacks, but it is no longer a fair default. Today, major tracing implementations document multi-step visibility that includes
By the end of 2024, Google DeepMind's AlphaProof solved three of the five International Mathematical Olympiad problems, including the competition's hardest Hubert et al., Nature 2025. By 2025, systems like Aristotle were producing verified solutions to open research questions in mathematics and physics Achim et al.
Neuroscientist Eleanor Maguire and her team made a striking discovery in 2000 while studying London taxi drivers. Licensed London taxi drivers have to memorise the layout of 25,000 streets and the locations of thousands of places of interest. They spend 3–4 years preparing for "The Knowledge"