Devin AI by Cognition Labs operates as a fully autonomous AI software developer: planning tasks, writing and testing code, navigating the web for documentation, running simulations, and delivering deployable results. It includes multi-agent orchestration, memory, confidence evaluation, and can autonomously solve complex engineering tasks.