Anthropic researcher Andy Hall found that while GPT-5 detects nearly 98 percent of reward-hacking cases, increasing detection sensitivity generates excessive false alarms that hinder reliable safety checks.
Nearly 70 percent of organizations plan to deploy AI agents, but few succeed in production due to security and resiliency hurdles, according to the published report
Anthropic adds server-side conversation storage to the Messages API in beta, allowing smaller payloads and faster initial token returns for agent loops.
The latest release enables teams to deploy and evaluate LangChain agents without adopting Google's Agent Development Kit, addressing framework diversity.