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Demonstrator · items marked Example are invented · what exists today
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External pipelines · RISE project catalogue

Coarse (coarse.ink)

A web-based AI peer-review service: users upload academic papers (up to 50 MB) and receive AI-generated referee reports with 20+ detailed comments. Operates in two modes — web-based using user-supplied OpenRouter API keys, or local processing via Claude Code / Codex / Gemini CLI subscriptions. Sits squarely in the referee-simulation stage of the RISE pipeline.

Indexed in RISE · activeConformance with the standard plannedProject site

What it does

Open-source (MIT) and explicitly anti-commercial in framing — "Academic peer review runs on unpaid academic labor. Others decided to make a business out of that. We didn't like that." The site reports a blind self-evaluation against refine.ink, Stanford Agentic Reviewer, and reviewer3.com claiming higher coverage, specificity, and depth. Privacy-by-design: API keys remain in the user's browser tab and clear on close.

Focus
review
Inputs
submitted-paper-pdf, reviewer-focus-note
Outputs
referee-report
Architecture
tool-use, human-in-loop
Maintained by
coarse.ink team
Started
2026

Description

Data model
Discipline
General
Method family
not specified
Design
not specified
Research stage
Review
Contributors
coarse.ink team
Usage
not used in published research yet
Source
RISE project catalogue · projects/landscape · @4c17bae
Record
pipeline:coarse-ink · JSON

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Bring it into the standard

A pipeline built outside E2ER can meet the standard by describing its steps as a template, attaching the floor of checks and publishing evaluation records. Its authors keep ownership and credit.