Built for people who still want to understand the loop.
Loop Engineering is an independent project maintained by TianMingAI. It turns scattered agent practices into practical tools, templates, and reviewable guidance.
Why this site exists
A long prompt is not the same thing as a dependable workflow. The useful work begins when someone decides what the agent may read, how a result is checked, when a run must stop, and which decisions stay with a person.
This site helps make those decisions visible. The generators create starting points you can inspect and edit. They do not run code, connect to repositories, or make decisions on your behalf.
Who maintains it
Loop Engineering is maintained by TianMingAI as an independent editorial and tool project. It is not affiliated with or endorsed by Anthropic, OpenAI, Cursor, GitHub, or the maintainers of the open-source projects listed on the site.
Product names and trademarks belong to their respective owners. Official, community, experimental, and reference materials are labeled so readers can tell what kind of source they are looking at.
How the content is researched
Sources are not treated as interchangeable. The site uses the following order when checking a claim:
Official documentation
Provider documentation is the first source for product behavior, supported features, file formats, and account requirements.
Primary concepts
Original articles, specifications, and established methods are used to explain the ideas behind loops, validation, feedback, and safe iteration.
Open-source repositories
Repository documentation is used for concrete capabilities, licenses, commands, and limitations. Community projects are never presented as official standards.
Original editorial guidance
TianMingAI adds practical examples, adoption questions, safety checks, and comparisons. This judgment is kept separate from sourced product facts.
The full public reference list is available on the Sources page.
Estimates, experiments, and updates
Token budgets and pricing presets are examples for planning, not live quotes. They are labeled as estimates and should be checked against the current provider price before money is committed.
Experimental formats such as RALPH.md are described as experimental. Community projects are reviewed against their public documentation, but maturity, maintenance, and compatibility can change after a page is published.
When a source changes, the aim is to correct the relevant page rather than quietly preserve an outdated claim. Source review notes show when a directory entry was last checked.
Corrections and feedback
If a command, capability, license, price example, or source link is wrong, send the page URL, the questionable claim, and a primary source that shows the correction. Clear corrections are prioritized over adding more pages.
Email hello@loopengineering.app. You can also review the Privacy Policy and Terms of Use.
Advertising and editorial independence
Loop Engineering may use advertising to support the cost of publishing the site. Advertising does not determine which tools are listed, how maturity is labeled, or whether a risk is disclosed. Paid placements or sponsorships, if introduced later, will be identified plainly and kept separate from editorial recommendations.