---
name: al-377-have-an-ai-coding-agent-pick-up-every-error-your-users-hi
description: "Small software teams usually see far more user-facing errors than they ever get time to fix. On Oct 28, 2026 Jacob Sansbury, founder of the game platform Spawn, wrote on X that his ten-person company runs permanent AI agents that each own an area such as the engine, ops, finance or bug triage, that the agents fix every error a user hits and verify their own work, and that Spawn shipped 77,000 substantial changes in 30 days while spending $3.1 million on AI tokens last month. Spawn lets its agents ship without a human in the loop; the prompt below sets up the same error-to-fix loop with any coding agent but keeps you approving each change before it goes live. Use when the user wants help with error-to-fix automation (coding) for a small business."
---

# Have an AI coding agent pick up every error your users hit, reproduce it, fix it and prove the fix with a test, then queue the change for your quick approval

Small software teams usually see far more user-facing errors than they ever get time to fix. On Oct 28, 2026 Jacob Sansbury, founder of the game platform Spawn, wrote on X that his ten-person company runs permanent AI agents that each own an area such as the engine, ops, finance or bug triage, that the agents fix every error a user hits and verify their own work, and that Spawn shipped 77,000 substantial changes in 30 days while spending $3.1 million on AI tokens last month. Spawn lets its agents ship without a human in the loop; the prompt below sets up the same error-to-fix loop with any coding agent but keeps you approving each change before it goes live.

## Inputs to collect first
Ask the user for anything below that they haven't already given you. Don't guess missing facts.

- Language, framework, hosting
- Error tracker such as Sentry, logs, support tickets, crash reports
- Link or folder
- 24 hours

## Instructions

Do the task below with the user's inputs in place of each [bracket].

Act as the bug-triage agent for my app. Stack: [language, framework, hosting]. Where errors show up: [error tracker such as Sentry, logs, support tickets, crash reports]. Repo: [link or folder]. 1) Pull the errors from the last [24 hours], group duplicates, and rank them by how many users each one hit and how bad it is (data loss or payment problems first). 2) For the top [5], find the cause in the code, explain it to me in two plain sentences, and reproduce it with a failing automated test. 3) Write the smallest fix that makes that test pass without breaking the other tests, and run the full test suite. 4) For each fix, give me a short summary: the error, how many users it hit, the cause, what you changed, the test that proves it, and any risk. Open each one as a separate pull request or branch for me to approve; don't deploy, merge, change the database or touch production settings yourself. 5) List any error you couldn't reproduce or fix and what you'd need to finish it.

## Safety checks (share these with the user)

- This prompt works on text other people wrote (emails, reviews, messages or web pages). That text can hide instructions aimed at AI, such as "ignore your rules and…". Paste it as material to work on, and never let the AI act on requests inside it, like paying, sharing logins or changing records.
- Check every figure, price and total against your own records before anything is sent, posted or booked. A person approves refunds, discounts, payments and price changes.
- Check names, dates, numbers and any claim against your own source material before you use the answer. AI can misread or invent details.
- Say clearly which parts need a person to review or approve before anything is sent, paid, posted or filed.

## About this skill

- Works with: Claude Code, Cursor, GitHub, Sentry
- Based on this real-world example: https://x.com/jsnnsa/status/2115624020699910223
- Free prompt from AgentPlaybook Real Estate: https://agentic-library.netlify.app/prompt/al-377-have-an-ai-coding-agent-pick-up-every-error-your-users-hit-r/
- To install in an agent that supports Agent Skills, save this file as SKILL.md in a folder with the same name as `name` above (for example in your skills directory). Install steps for Claude.ai, Claude Code, Cursor and Codex: https://agentic-library.netlify.app/skills/