ailev/FPF
A library of methodological patterns for people and AI, including methods for obtaining or checking mathematical and physical answers and connecting findings to an original question.
Workflow level n/a Source: Repository-documented Outcome: Not empirically evaluated here
Research applicability
README offers reusable reasoning methods and explicitly proposes having a capable AI apply methods to obtain or check mathematical/physical answers.
Getting started
Read Using FPF Library and the chosen method’s conditions before applying it; selected domain documentation remains unassessed.
Maintenance
Source snapshot checked 2026-11-01; ongoing maintenance, installed behavior and current-version parity not generally verified.
License
Consult original licence and data/provider terms; source access is not reuse clearance. No licence/rights audit or installation was performed.
Workflow & human oversight
Workflow level unassigned: README supports intended AI-assisted reasoning but not the full steps or human validation in a particular academic case. Missing worked research application and checkpoints; inspect accessible chosen-method documentation next. Human control/boundary: README supports intended AI-assisted reasoning but not the full steps or human validation in a particular academic case. Missing worked research application and checkpoints; inspect accessible chosen-method documentation next.
Workflow level is not an evidence score; higher is not better evidence.
Approach
README offers reusable reasoning methods and explicitly proposes having a capable AI apply methods to obtain or check mathematical/physical answers. Documented steps: Person chooses situation/method; AI may apply a mathematical/physical method; research checks and stopping criteria are not documented in inspected extract.
Outcomes (as reported by the originating team)
Author reports or documentation only, not independently reproduced. No independent reproduction was performed here.
Limitations
README-only methodological scope; no empirical effectiveness established. Linked DPF directory was denied by robots and not retried.
Reproducibility
Primary-source text was read and preserved with provenance hashes. No candidate code, model, benchmark, data upload or claimed outcome was executed/reproduced.
Adoption requirements
Read Using FPF Library and the chosen method’s conditions before applying it; selected domain documentation remains unassessed.
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