Tools for trustworthy, provenance-aware research automation.
- ✍️ inscribi (coming soon) — A local-first feedback engine for marking student work. Extracts each submission, runs deterministic checks, then uses bounded, auditable AI evaluators to score against your rubric and draft comments. You review and own every grade; Inscribi writes feedback as annotated DOCX/PDFs.
- 📚 zotio — The trust-and-automation layer for Zotero. Local-fast reads, preview-first writes, and bounded, provenance-tagged context for you, your scripts, and your AI agents.
- 📄 papio — The paper-acquisition broker for your Zotero library. Searches OpenAlex, resolves each pick through open-access and licensed sources first — falling back to a human browser pass only when needed — validates every PDF, and hands them to Zotero through zotio behind a preview-and-confirm boundary.
Folding AI agents into academic research — trust, provenance, and where the integrity line sits.
