Perplexity AI Agent Learns From Its Own Mistakes

Perplexity shipped Brain, a self-improving memory layer for its AI agent. Brain tracks what the computer did, what worked, and what failed, then uses that data overnight to make the next task faster and cheaper. The system learns from its own mistakes without human intervention.