Recursive Self-Improvement: A Glimpse into the Future
New data from 2026 reveals how AI is accelerating its own development, although full 'Recursive Self-Improvement' is not yet a reality.

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Job van den Berg is an AI keynote speaker, tech entrepreneur and author of five books on AI. He ships AI agents into production every week and delivers 150+ keynotes a year on AI agents and agentic commerce.
The short answer: by being able to say, at any moment, what each agent does, which model it runs on, which data it works with and since when. If you don't know that, you can't call an agent safe, however good the technology around it is. You capture that overview in a passport per agent, which you update with every change and review every quarter. Below is how that works and why it is more than paperwork.
Intelligent AI agents need a reliable data foundation. Identity resolution, Customer 360, data orchestration and governance: from a single source of truth to a system of context.
Top brain, workhorse or sprinter? Choose the right AI model for each task and balance quality, speed and cost with smart AI-agent orchestration.
AI can accelerate archive research, but it can also invent missing facts convincingly. How to combine the right model, strict instructions and critical verification for reliable genealogy research.
