Cover image

From Reactive to Preemptive: Benchmarking the Rise of Proactive Mobile Agents

Phone assistants have one deeply underrated talent: they wait. They wait for the user to unlock the screen. They wait for a command. They wait for a nicely phrased instruction that explains the goal, the app, the constraints, and preferably the user’s hidden motivation. Then, if the demo gods are merciful, they execute. ...

February 26, 2026 · 15 min · Zelina
Cover image

Memory Over Models: Letting Agents Grow Up Without Retraining

Repetition is where most automation systems quietly embarrass themselves. Ask an AI agent to book a hotel once, and it may inspect the screen, reason through options, click through menus, and eventually finish the task. Ask it to do something similar tomorrow, and many systems perform the same little theatre again: perceive, reason, click, wait, reason, click, apologize, recover. Very intelligent. Very expensive. Slightly absurd. ...

December 20, 2025 · 18 min · Zelina