Grounded notes on papers.

The work between the papers

A good paper rarely answers just one question. It sends you to another paper, another reference, another idea. That’s where research gets interesting. It’s also where things get scattered.

Sources live in one place. Notes in another. Conversations disappear into chat histories. When you return to a question, you spend time reconstructing what you already learned.

We started AewolLabs with a simple ambition: make it easier to build on your own understanding.

Start with AewolFlow

Find papers, compare their evidence, and keep your research together in AewolFlow. Start with one private project and one AI comparison of 2–3 arXiv papers. Read the supporting passages before using a finding.

Pro is $20/month. Eligible students and faculty can apply for the $10/month academic plan. Your external AI assistant subscription, if you use one, is separate.

An AI agent on your own hardware

Already have a Linux machine or a Mac? Our EdgeFlow pilot helps you evaluate one OpenClaw agent with a local model, an outbound network allowlist, and a local audit trail.

Installation pilot: US$1,500. One machine, one agreed workflow, a documented handover. We confirm hardware fit, scope, and timing before sending an invoice.

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Built around the researcher

We believe AI should help you look closer. An explanation is more useful when you can return to its source. A conversation is more useful when it contributes to something you can keep.

That belief guides what we build: context you can revisit, sources you can examine, and room for your own judgment. The goal is to support the work of understanding.

A small beginning

AewolLabs is founded by Seongwoo Choi. Our name comes from Aewol, on Jeju Island in South Korea—a place we hope to make a home for our work.

We’re starting with research because we know how much care it takes to turn reading into an idea worth sharing. We want to make that work a little more connected, and a little easier to return to.

If that resonates with you, give AewolFlow a try. We’re glad you’re here.