AI Agent

An autonomous AI system capable of executing multi-step tasks using tools, reasoning, and context management. Unlike chatbots that respond to questions, AI agents take actions — calling APIs, reading and writing files, making decisions, and completing workflows with minimal human intervention.

In the shiftagent platform, AI agents operate as a virtual workforce that executes business playbooks. Each agent runs as a full Claude Code instance with tool access, context persistence, and the ability to self-improve through use. Agents are always treated as untrusted components in the security architecture — they never hold real credentials and operate within isolated sandboxes.