ROLE / AUDIT
Auditor
Checks source support for claims and removes what the evidence cannot support.
Checks URLs and paper identity, then ties claims, results, and tables to inspectable evidence.
Source-backed research, with specialist agents when useful.
Built on Pi Runtime

Specialists / called when useful
Hypatia can delegate to these specialists when a workflow benefits from it. Narrow requests stay lead-owned.
ROLE / AUDIT
Checks source support for claims and removes what the evidence cannot support.
Checks URLs and paper identity, then ties claims, results, and tables to inspectable evidence.
ROLE / DISCOVERY
Searches papers, web sources, repos, and datasets for relevant evidence.
Reads relevant sources, labels inferences, and reports coverage gaps for the lead agent.
ROLE / DRAFT
Shapes supplied research files into a structured brief or draft.
Preserves caveats and open questions, writes only from supplied evidence, and leaves citations to the auditor.
ROLE / REVIEW
Reviews novelty, empirical rigor, clarity, and reproducibility.
Returns severity-graded findings, questions for the authors, and a prioritized revision plan.
ROLE / REVISION
Applies high-priority critique findings with small, targeted edits.
Does not add claims, sources, or citations; escalates changes that need new evidence or broader rewriting.
An index of capabilities, not a required workflow order.
Research workflows
Run as slash commands in the REPL or as hypatia <workflow> from your shell.
Find, read, and connect sources
/deepresearchPlan-first investigation across papers, web, and code, with parallel evidence scouts when the topic needs them
/litLiterature review from primary sources with consensus mapping
/compareSide-by-side source comparison with agreement and conflict matrix
/summarizeSummarize papers, reports, READMEs, local artifacts, and PDFs with bounded-window reading for long sources
Review and reproduce work
/reviewInternal research critique with severity scores and a revision plan
/auditPaper-to-code mismatch audit for reproducibility claims
/replicateReplication plan with environment choice before any execution
Turn evidence into next steps
/recipeRanked ML training recipes grounded in papers, datasets, docs, and code
/draftPolished paper-style draft with inline citations from findings
/autoresearchBounded loop: hypothesize, experiment, measure, repeat
Where Hypatia looks for evidence.
Built on Pi, with alphaXiv and scholarly database integrations. Selected workflows can produce cited briefs with provenance sidecars.