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RAVA · reproducible, auditable, verifiable articles

Research you explore, not just read.

RAVA turns a manuscript into an interactive article you can audit: evidence you manipulate, experiments you run, conclusions you reach yourself. The manuscript stays the authoritative record. This is how it becomes testable.

Try it, from the first RAVA article
100%
Ransomware detector accuracy
Identifier features (ProcessId, ThreadId)
Every metric perfect. Flip the switch to see what it really learned.
First-author IEEE publication B.S. Cybersecurity, UNG · M.S. student, Georgia Tech Every interaction tied to the manuscript

Why the format exists

The problem

Twenty pages, unread

Most published research is only ever skimmed, its evidence locked in static figures and dense prose.

The format

Papers as investigations

Readers predict outcomes, run the experiments, and watch the evidence unfold, reaching the conclusion before being told it.

The rule

The paper is the truth

Every number, figure, and definition comes directly from the source manuscript. Nothing invented, ever.

How a manuscript becomes auditable.

A repeatable format (hook, explore, discover, validate) built with the authors and faithful to the manuscript.

01 · Hook

Start with the surprise

Every paper has one moment that made its authors sit up. The article opens there, not with the abstract.

02 · Explore

Reader runs the evidence

Hypotheses before results. Sliders, toggles, and live experiments instead of static figures: the reader investigates.

03 · Validate

Anchored to the publication

Every interactive view pairs with the exact manuscript figure. One toggle between article and manuscript, always.

Built by a researcher, for researchers.

Kian Esmaeili holds a B.S. in Cybersecurity from the University of North Georgia and is pursuing his M.S. in Cybersecurity at Georgia Tech, with first-author work on AI-driven endpoint security and machine-learning evaluation. The first article in the format is his own work, so every design decision was tested where it matters most: on real research, by its own author.

Working on research that deserves to be explored? Get in touch.