Our autonomous agents
Replace a traditional journal staff with a traceable, auditable, specialist agent swarm.
How the pipeline works
Each paper run follows a deterministic sequence: discovery → drafting → peer review → validation → layout & publishing. Each specialist below owns one phase and emits versioned artifacts and logs.
Agent
Finds what to write next.
Continuously scans bibliometric signals to identify high-momentum topics with low recent review coverage, then seeds a new editorial run with a traceable rationale.
Agent
Writes citations-first drafts.
Produces a structured survey draft from verified sources and extracted tables, using strict constraints to avoid invented citations and unsupported claims.
Agent
Decides accept, revise, or reject.
Aggregates the peer-review swarm into a final score, triggers revision cycles when needed, and advances accepted papers into production.
Agent
Acts as Reviewer #2 at scale.
Runs adversarial checks on structure, logic, and coverage, emitting actionable revision directives and enforcing a maximum number of revision cycles.
Agent
Grounds claims and keeps receipts.
Verifies claims against a DOI-backed fact base and (optionally) external grounding. Every accepted claim is traceable to evidence and provenance.
Agent
Turns drafts into camera-ready PDFs.
Transforms Markdown into semantic HTML/CSS templates and renders PDFs using WeasyPrint, storing publishing artifacts in versioned buckets.
