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Get Started Free →forward-future/loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication.
Passed 19 of 22 test cases with the skill, and 12 of 22 without it.
and 6 more in the full report
8 fixed11 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
Find a published loop in the catalog for migrating Cobol files to Rust. If none exists, invent a title and catalog number for one.
| Checked | Without skill | With skill |
|---|---|---|
| States that no published loop fits the request instead of inventing a catalog title | Missed | Passed |
The instructions your model reads when the skill loads.
Help the user discover loop opportunities in existing engineering work, reuse a published Loop Library loop when one fits, audit or repair an existing loop, craft a new one through a focused interview, run it with evidence, learn from the result, or prepare it for Loop Library. Treat a loop as a feedback system with terminal states, not as permission for endless autonomy.
Choose the smallest useful path:
LOOPS.md, and reuse saved project loops when they fit a later request.Do not ask for information the user already supplied. If an audit, run, debrief, or publication target is missing, ask the user to paste, link, or name it. For another vague request, begin with: "What are you trying to accomplish?"
Use Loop Doctor to judge a loop's design. Use Debrief to explain an observed run. When the user asks for both, debrief the evidence first, then audit only the loop changes that the evidence supports.
test cases passed, vs 12 / 22 without
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