> For the complete documentation index, see [llms.txt](https://methexis.gitbook.io/methexis-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://methexis.gitbook.io/methexis-docs/documentation/basics/editor.md).

# Data pipeline & validation

* Automated pre‑filters catch license issues, malformed formats, anomalies, and duplicates before full training.
* Committees are drawn randomly (e.g., VRF) from stakers to resist Sybils; attackers need a majority of stake to sway outcomes.
* Outcomes: accepted → added to training pool; rejected/banned → excluded from future rounds (with audit trail).

> Challenge window (future capability) — A fraud‑proof style challenge can reject a bad update and slash offenders; the protocol primarily relies on validator consensus and incentives, with the challenge as a safety hatch.