Loop Engineering Templates
Ready-to-use loop patterns for PR review, CI fixes, bug fixing, SEO refreshes, data cleaning, research, and more — each with validation, boundaries, a stop rule, and copyable prompts.
Monitor a pull request until CI is green and review comments are resolved.
Fix failing CI by reading logs, applying minimal changes, and rerunning validation.
Reproduce a bug, fix the smallest cause, and verify with a regression test.
Review a code change for correctness, safety, maintainability, and test coverage.
Use one agent to implement and another independent reviewer to check the result.
Refresh an existing SEO page while preserving search intent, URL, and internal link strategy.
Monitor seed keywords and surface new opportunities for SEO pages, tools, or templates.
Check competitor or reference sitemaps and report new URLs, changed patterns, and possible keyword opportunities.
Clean messy datasets with repeatable validation and artifact outputs.
Collect sources, summarize findings, and produce a structured research brief with source notes.
Update dependencies in small, verified batches and stop when the build and tests pass.
Draft a changelog or release notes from merged PRs and commits, grouped and human-reviewed before publishing.
Keep docs in sync with the code: update affected docs when behavior changes, verified against the source.
Refactor a module in small, test-verified steps without changing its external behavior.
Migrate code to a new API, framework, or version until every call site compiles and tests pass.
Triage an inbox into categories and draft replies for human review — never sending without approval.