Loop/Prompt Library / Research & writing
🔁 Verified paper list
Searches research databases for papers on a topic, checks each paper's ID is real, and keeps only relevant ones.
Use it when: You need a trustworthy list of papers, not a pile of made-up citations.
🛑 Stops when: At least [20] verified, on-topic papers with a [90%] relevance rate, or an honest 'needs review' or 'blocked'.
Copy this loop
Search [PubMed, Semantic Scholar, or other sources] for papers on [topic]. Keep one master list, with duplicates removed by DOI. Check each DOI with Crossref and confirm the title and author or year match. Drop any that do not match; never guess. Grade each paper on-topic or off-topic using one fixed rule, with a one-line reason. If fewer than [70%] are on-topic, revise the search once based on the misses. Allow at most [2] revisions. Finish with a CSV, the searches used, counts, and the verdict.
Review every change the agent makes before you keep it. Set a budget or round limit — the prompt includes one.
Idea from Forward Future's Loop Library · by Nathan Nguyen. Prompt rewritten in plain English by FixKit AI.
More loops like this
Check one claim with a source ledger
Investigates one disputed claim, keeping a running list of sources and whether each supports or weakens it.
Test competing explanations
Splits facts from guesses, builds several possible explanations, and runs the test most likely to change your mind.
Family-history proof
Tests one family-history question, like who someone's parent was, against the best records you can find.
Research into a finished document
Researches a question and keeps filling the biggest gaps until a memo or brief is ready to act on.
Fact-check before you publish
Lists every checkable fact, quote, and number in a draft, checks each against a real source, and fixes the risky ones.
LaTeX research paper
Builds a full research paper in LaTeX with drawn-in charts, keeps compiling and fixing it, and never invents facts.