G.A.I.N Agents
An agent is a governed workflow with intelligence, not a free-running loop with tools.
An agent is a governed workflow with intelligence, not a free-running loop with tools.
Evaluation is a governed quality gate, not a spreadsheet you open after launch.
MCP is a governed capability surface, not a shortcut around enterprise tool policy.
A prompt is a governed contract with structured I/O, not an ad-hoc string in application code.
RAG is a governed retrieval subsystem, not a database layer bolted onto a prompt.