generate://agent-loop
Agent Loop architect.
Trigger + Goal + Actions + Verification + Memory · Claude Code ready.
The Paradigm Shift
Loop engineering shifts developers from typing prompts manually to designing autonomous systems that check out work, execute tools, verify outcomes, and correct errors. Use this architect to scaffold and document loops, generate copy-ready kickoff prompts for Claude Code /goal, or export schema-valid configurations for the Loops Registry.
Design autonomous agentic workflows tailored for tools like Claude Code. Provide a goal and visual vibe brief, and GPT-4o-mini will build a complete specification containing triggers, exit goals, guardrails, step-by-step logic, and a live Mermaid diagram.
FAQ
- What is an Agent Loop?
- An Agent Loop is an autonomous, repeatable, goal-driven workflow. Rather than manually typing prompts turn-by-turn, you define a Trigger, a Goal (exit condition), Actions (agent tools), Verification (tests/checks), and Memory (CLAUDE.md / state logs). The agent runs autonomously until the verification confirms the goal is met.
- How do I run a generated loop in Claude Code?
- Copy the generated 'Kickoff Prompt' and paste it into Claude Code inside your terminal, or run it in goal mode using the `/goal` command (e.g. `/goal <kickoff-prompt>`). The kickoff prompt specifies the rules, steps, and validation checks so Claude Code works autonomously towards the goal.
- Why does the generator include a Mermaid flow diagram?
- Mermaid.js diagrams provide a visual state machine representation of the loop. They illustrate how the agent transitions from the trigger event, evaluates files or states, applies fixes, runs verifications, and loops back or exits on success. It helps humans audit the agent's logical pathway.