Agents
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When Should AI Agents Ask for Clarification? Timing Matters
A forced-injection framework across 6,000+ runs shows that the value of clarification depends sharply on information type and timing. Goal clarification loses nearly all value after 10% of execution, while input clarification retains value through 50%. Current frontier models fail to ask within optimal windows.

Verifiable Proofs for Auditing AI Agents on Solana
Explore how verifiable proofs enable transparent auditing of AI agents on the Solana blockchain, combining cryptographic guarantees with decentralized trust to ensure accountability and reliability in autonomous systems.

Kimi WebBridge: AI-Powered Browser Automation for Tedious Web Tasks
Kimi WebBridge is a browser extension that enables AI agents to automate web browsing tasks like clicking, form filling, and data extraction. It runs locally via Chrome DevTools Protocol, ensuring login sessions and page content never leave your device. Compatible with Kimi Code, Claude Code, Cursor, and more.

xAI Launches Grok Build Beta: CLI with Multi-Agent Coordination
xAI releases Grok Build Beta, a command-line interface for SuperGrok Heavy subscribers. Features include multi-agent coordination, skills adaptation, plan viewer, marketplaces, and design polish commands. Try now via curl install.