Production Error Sweep Loop
Triages production errors, finds the root cause, ships a verified fix, and repeats until the error budget is clean.
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Production Error Sweep Loop
Loop Engineering — keep an autonomous responder working the error queue, one root cause at a time, until production is quiet.
🎯 Goal
Continuously pull the top production error, find its root cause (not just the symptom), ship a tested fix, and verify the error stops recurring.
⏱️ Schedule
Suggested interval: 15m (or trigger on new error alerts).
▶️ Run it
/loop 15m "Take the highest-impact unresolved production error. Reproduce it, find the root cause, write a regression test, fix it, and open a PR. Continue until no high-severity errors remain."
🔁 Iteration steps
debug agent.incident-responder agent documents impact and mitigation./create-pr.🛑 Stopping condition
The high-severity error queue is empty and every fix is covered by a passing regression test.
🧩 Referenced components
agent:expert-advisors/debug — root-cause analysis.agent:security/incident-responder — impact assessment and mitigation notes.command:git-workflow/create-pr — ships each fix for review.💡 Example
A recurring null-pointer crash is traced to an unvalidated webhook payload; the loop adds a failing regression test, fixes the validation, verifies, and opens fix: validate webhook payload before parse.
How to Use & Getting Started
# Step 1: Initialize skill agent setup
npx skills add Production Error Sweep Loop --install-production
python -m pip install -r requirements.txt
codex plugin install Production Error Sweep Loop@latest
export API_KEY=secret_token_key_here
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More in loop
View all loop skills →Build Test Fix Loop
Builds the next item on the plan, then runs tests, typecheck and lint, feeding every failure back as the next instruction until the build is green.
Completion Contract Loop
Writes a contract of what "done" means and what evidence proves each requirement before any work starts, then refuses to claim success without that evidence.
Adversarial Review Loop
Has a second, independent model review every change before merge so two different reviewers must agree - code only lands when both clear the bar.