Cruciblees
Science has always started with people with a question, an idea, and the work to turn it into a finding.
Core trick
Re-executes an analysis's code to reproduce its headline number, then runs four Claude reviewers' challenge tests and reports each verdict with exact rerun commands.
Description
Science has always started with people with a question, an idea, and the
work to turn it into a finding. Today, tools like Claude for Science help
researchers do that faster than ever. But as the number of findings grows,
so does an urgent question: which ones can we actually trust?
A result can reproduce perfectly and still be wrong. A model may have
learned the patient instead of the disease, or the scanner instead of the
biology. Acting on those artifacts costs researchers time, funding, and—
ultimately time patients do not have.
So we built Crucible.
Crucible takes an analysis—its code, data, and claim—reproduces the original
result, and then puts the finding itself on trial. Four Claude reviewers
challenge it from different directions. Crucible re-executes their tests and
produces a Report Card backed by reproducible exhibits, exact
rerun commands, and concrete fixes. Researchers can bring that evidence into
Claude for Science, repair the analysis, and ask Crucible to verify it
again.
Crucible is the safeguard for the AI wave in science.
README excerpt
# Sciveris > Reproducibility asks whether the number comes out of the code. > **Sciveris asks whether the number is _real_.** **Sciveris** — Latin, _"you will have known."_ (say _shee-VER-is_) Sciveris re-executes a data-driven analysis, reproduces its headline finding, then adversarially stress-tests whether that finding holds up — checking for **data leakage**, **batch / site confounds**, **effect-size inflation**, and **p-hacking** — and issues a **Robustness Report Card** (`CERTIFIED` · `FLAGGED` · `INCONCLUSIVE` · `ERROR`), each verdict backed by a reproducible exhibit. It **certifies and strengthens** findings — it doesn't scold. _Tested by fire. Known by evidence._ --- 🚧 **Public release coming soon.** This repository is a placeholder while we prepare the first public version. _Developed under the working name **Crucible**._ _Built with Claude._