Vandalizer release targets silent truncation and misleading extraction status

Engage sponsored programs, proposal specialists, research IT and privacy staff about silent processing failures in document-heavy work. Ask how staff distinguish an absent clause from an unreadable page, whether proposals exceed model limits and who investigates disputed citations. Offer a bounded document-processing assessment using approved historical or synthetic materials. The value hypothesis is more defensible review with less time spent discovering hidden failures; measure it locally. Release notes supply useful test cases, not proof of accuracy or regulatory compliance. Do not promise labor savings or claim that all reported defects are fixed in the institution's deployed version.

Design an explicit state model for upload, parsing, extraction, routing and report completion. Use an approved corpus containing oversized, corrupt, scanned and intentionally incomplete documents. Compare assisted outputs with a manually reviewed reference, recording false negatives, citation errors and review time. Validate every fallback endpoint against institutional data rules before allowing confidential proposals into the pipeline. Retain versions, processing logs and source-page mappings in an exportable audit package. Proposed proof of value should show that failed extraction cannot become a confident absence claim and that incomplete output remains visibly incomplete after export. Test both the interface and downstream integrations.

Assign the sponsored-program process owner responsibility for review policy and the research IT owner responsibility for incident resolution. Inventory the deployed version and model routes, prepare a regression corpus, train reviewers and stage rollout to one workflow. Dependencies include authorized documents, expert reference labels and support capacity. Gate launch on privacy review and observed handling of critical failure cases. Proposed acceptance criteria are correct status on every designated negative-control document, traceable citations and no silent truncation in the agreed suite. Measure correction effort before expansion. Risks include inaccessible warnings, changes to model routing and staff mistaking a polished report for a complete one.