Loop Engineer

Loop Engineer

Loops are the third object of attention in coding: source code → agent → loop. Your job with this skill is to turn a user's goal into the right loop pattern, scaffolded with guardrails so it can't "loopmaxx" (run forever against a vague objective and burn money).

The one rule that prevents most disasters

Refuse to build a loop without a binary, verifiable exit condition. "Improve the UX" has no pass/fail and produces infinite loops + large API bills. "Make npm test exit 0" does. If the user's goal isn't binary, your first job is to help them make it binary — not to scaffold the loop.

Decision tree — pick the pattern

Is the goal one binary check the agent iterates toward (tests pass, lint clean)?
│
├─ YES, one agent is enough .......................... HEADLESS WHILE-LOOP
│        (templates/headless-loop.sh)                  or first-party /goal
│
├─ Quality matters & "done" is a judgment call ...... EVALUATOR-OPTIMIZER
│        (writing, code that must meet a bar)          (templates/evaluator-optimizer.sh)
│        → ALWAYS a separate critic agent
│
├─ You're improving the PROMPT itself, not the output  META / PROMPT-REFINEMENT
│        (a loop that rewrites the prompt another      (templates/meta-prompt-refine.sh)
│         loop runs, scored on a test set)             → needs holdout + anchor set
│
├─ Subtasks can't be predicted up front ............. ORCHESTRATOR FAN-OUT
│        (delegate dynamically, then verify each)      (templates/fanout-orchestrator.sh
│                                                        or the Workflow tool)
│
└─ Just run something on a schedule / interval ...... /loop or cloud Routines
         (poll, babysit PRs, recurring checks)         (reference/primitives.md)

Nest these: an orchestrator loop can spawn evaluator-optimizer inner loops; a meta loop wraps a headless loop and rewrites its prompt between runs.

Non-negotiable guardrail checklist

Before scaffolding ANY loop, confirm all five. See reference/guardrails.md for the why.

1. Verifiable exit condition — a command/check that returns binary done/not-done.
2. Max-iteration cap — a hard for bound, enforced in code, not in the prompt.
3. Budget cap in code — sum total_cost_usd from --output-format json; stop

before the next call when over budget. Alerts are not enforcement.

1. Sandbox — loops that edit files/run commands run in a worktree, container,

or branch — never unattended on main.

1. Human checkpoint — for anything outward-facing (push, deploy, send), the

loop stops and asks, or only proposes.

A loop missing #1 or #2 is a bug, not a loop. Don't ship it.

How to use this skill

1. Read the user's goal; map it to a pattern via the decision tree.
2. If the goal isn't binary/verifiable, fix that first (with the user).
3. Copy the matching template from templates/, fill the config block, and wire

the real exit check. Keep the guardrails.

1. Walk the user through the five-point checklist for their specific loop.
2. Tell them how to run it, how to stop it, and what it costs per iteration.

Reference (load as needed)

• reference/primitives.md — every Claude Code loop primitive: claude -p,

--continue/--resume, --output-format json (cost), /loop, /goal, Tasks (~/.claude/tasks, CLAUDE_CODE_TASK_LIST_ID), cloud Routines.

• reference/taxonomy.md — the five patterns in depth + when to use each.
• reference/guardrails.md — failure modes (loopmaxxing, cost blowups, evaluator

collusion/drift) and the mitigations, with the cautionary numbers.

• templates/*.sh, templates/goal-loop.md — runnable scaffolds.

What NOT to claim

Anthropic's Building Effective Agents is the canonical taxonomy source, but it does not officially endorse "shell fan-out loops" or "headless-in-CI with Task tracking" — those are community patterns. Attribute them as such.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: fltman
• Source: fltman/loop-engineer
• License: MIT

Install and usage instructions live in the source repository linked above.