A robot that has to prove it worked
Why I built Maptelo: automation that learns from a demonstration and checks every result in the system instead of trusting the screen.
Writing
Notes on AI, automation and the systems I build — written after the fact, with the failures left in. Nothing here is a prediction.
The Agents Are Here. The Autonomy Isn't.
What AI agents can actually do in 2026 — and why the gap between the benchmark and Monday morning is the number that matters.