Operations
Production Error Sweep
Turn recurring production errors into verified patches.
Use when
Production telemetry should become repairs, not vibes.
Cadence
Daily or after incident
Verification
Actionable errors are fixed with reproduction or tests, or explicitly classified as noise.
Advanced specStructured loop spec
| Field | Value |
|---|---|
| Name | Production Error Sweep |
| Category | Operations |
| Trigger | Daily or after incident |
| Objective | Turn recurring production errors into verified patches. |
| Allowed inputs | Relevant files, source notes, logs, tests, screenshots, metrics, or task state for this loop |
| Allowed actions | Define the exact scope, source of truth, and approval boundary.; Inspect current state and rank the highest-risk gap.; Make one small, reversible improvement.; Run the stated verification and record evidence.; Stop on success, budget, no progress, or approval required. |
| Verification | Actionable errors are fixed with reproduction or tests, or explicitly classified as noise. |
| Stop condition | Stop when the verifier passes, the budget is exhausted, no progress is made, a blocker appears, or approval is required. |
| Budget | Set a time, turn, token, retry, file, or dollar cap before running the loop. |
| Approval boundary | Human approval required before publishing, sending, deleting, spending, changing accounts, touching production, or making reputational/legal/financial commitments. |
| Safe output | Draft, report, checklist, table, or approval-gated recommendation |
| Works with | Claude, ChatGPT, Gemini, any tool-using AI assistant |
RunbookSteps
- Define the exact scope, source of truth, and approval boundary.
- Inspect current state and rank the highest-risk gap.
- Make one small, reversible improvement.
- Run the stated verification and record evidence.
- Stop on success, budget, no progress, or approval required.
Copy promptPrompt
Run the Production Error Sweep loop. Use it when Production telemetry should become repairs, not vibes. Work in bounded iterations: inspect current state, choose the highest-risk gap, make one reversible improvement, verify it, and record evidence. Stop when Actionable errors are fixed with reproduction or tests, or explicitly classified as noise. or when blocked, budget exhausted, or approval is required.