A Safety Check That Follows an AI Transaction Onchain
PACE puts a deterministic policy gate between AI agents and blockchain execution, binding approval to transaction data while exposing important limits.
ai agents
A Few Memories Take Over an AI Agent’s Long-Term Attention
AI agents revisit a small core of stored memories. A new controller cuts prompt use while preserving the long tail—and exposes a risk.
The AI Passed Its Safety Check—Then the Trade Changed Before It Ran
A cryptographic checkpoint ties an AI agent’s financial plan to the exact blockchain transaction it was approved to make—and exposes the limits.
How Researchers Turned an AI’s Messy Trail Into a Decision Map
A new method turns an AI agent’s raw actions into a probabilistic behavior map, then uses it to guide smaller models through complex tasks.
The AI Research Assistant That Found Bugs Hiding in Plain Sight
A supervised AI agent sped up a mass-flow simulation and exposed two code defects—while raising hard questions about trust, verification, and access.