All gallery traces in this branch are handwritten illustrations, not raw dataset examples.
The suggestion illustration is inspired by a generic file-command pattern inspected
in AgentProcessBench development validation. It was deliberately selected for a
positive output. One initial version using folder "demo" scored 0.6299316024;
using "WebDevProjects" in the command context crossed 0.70. This sensitivity is
explicit in the app and is not a reliability or generalization claim.
No GAIA, HotpotQA, TEST, or raw development trace is packaged in the gallery.
The fixed model itself remains unchanged, source-derived and not anonymous. Its separate model and third-party notices
retain provenance, audited fixture classifications and residual rights limits.