Giving AI the Reins: A New Framework for Agency
![AI-enabled control systems exhibit a five-level hierarchy of agency, progressing from simple reactive behaviors governed by rules [latex]Level 1[/latex], through adaptive parameter tuning [latex]Level 2[/latex] and strategic selection from predefined options [latex]Level 3[/latex], to structural reconfiguration via modular composition [latex]Level 4[/latex], and culminating in the generative synthesis of both goals and architectures constrained by overarching governance [latex]Level 5[/latex].](https://arxiv.org/html/2603.10779v1/Figs/beautiful_agency_hierarchy.png)
A novel control-theoretic approach offers a way to understand and analyze increasingly autonomous AI systems.
Science
The Echo in the Machine: How AI Rewrites the Way We Think
New research reveals that co-writing with artificial intelligence isn’t just changing how we write, but subtly altering what we think as we write.
Teaching Robots to Hesitate: A New Dataset for Expressive Movement
Researchers have created a multi-modal dataset of human-guided robot motions, allowing robots to learn how to communicate uncertainty and intent through subtle pauses and adjustments.
Robots Learn to Scrape: Adaptive Control for Material Handling
![The system employs a hierarchical control architecture wherein a high-level reinforcement learning policy processes visual data-specifically, cluster centroids and residue percentages [latex]v_i = [c_{ix}, c_{iy}, c_{iz}, p_i]^T[/latex]-along with the robot’s Cartesian state and external wrench to generate hybrid action commands [latex]\boldsymbol{a}_t = [f_x^c, \tau_y^c, z^D]^T[/latex] at 10 Hz, which are then translated by a 500 Hz Cartesian impedance controller into compliant joint torques [latex]\tau_c[/latex].](https://arxiv.org/html/2603.10979v1/figures/pipeline.png)
Researchers have developed a system enabling robots to autonomously scrape diverse materials, paving the way for automated experimentation and sample preparation.
Doctor and AI: A Powerful Partnership for Smarter Diagnoses
A new system combines the reasoning power of artificial intelligence with physician expertise to improve diagnostic accuracy, particularly for challenging rare diseases.
Two Hands Are Better Than null: Enhancing Assembly with Supported Teleoperation
A new framework combines human skill with robotic assistance to simplify complex assembly tasks and reduce operator fatigue.
The AI Art Critic: How Machines ‘See’ Style
New research explores whether artificial intelligence recognizes artistic style in the same way human art historians do.
Untangling Control: How Octopus Intelligence Inspires Next-Gen Soft Robotics
Researchers are drawing inspiration from the decentralized nervous system of octopuses to develop more robust and adaptable control systems for soft robotic arms.
Ask the Museum: Conversational AI Unlocks Natural History Collections
A new system allows the public to explore vast digitized natural science collections using simple, everyday language.
Predicting and Protecting: Safe Robot Collaboration in a Human World
A new framework dynamically adapts robot behavior to ensure safe and reliable interaction with humans, accounting for the inherent unpredictability of human actions.