Start the climb. Summlit keeps the map.

Summlit

Literature review as a skill tree you can climb.

One paper becomes a climb. Related works show coverage of what you already know — without turning reading into another tool to manage.

Invite-only while we keep the corpus intimate. Concept notes, coverage, and climbs in one place.

How it works

Make understanding visible

Summlit gives you one place to start a paper, own the prerequisites, and keep notes you can return to.

01

Start from one paper

Paste a title or arXiv link. Summlit builds the skill ladder you need — foundations through paper-specific ideas.

02

Own concepts as you read

Mark skills understood. Related papers show coverage of what you already know, so the next read is never from zero.

03

Write the note you’ll return to

Each concept is a living page — Markdown, figures, intuition — so your graph becomes a knowledge library, not a checklist.

Who it is for

For people who read to build.

Whether you’re leading a lab reading group or climbing one paper at a time, the job is the same: keep the hierarchy clear.

01

Researchers & PhDs

Keep a living map of the papers that matter and what you still need to own.

02

ML / NLP practitioners

Turn target papers into skill trees you can climb between experiments.

03

Study groups & labs

Share a map structure so everyone sees the same concept hierarchy.

04

Mentors & teachers

Point learners at prerequisites before they dive into the hard paper.

Waitlist

Request a seat.

Access is invite-only. Ask for access — an admin will approve your email when a spot opens.

Before you start

A few useful answers.

Yes for now. Join the waitlist and an admin will open access for your email.

Start with the paper you care about

Give the climb somewhere to go.

Join the waitlist, open your first climb, and grow a concept graph you’ll actually reuse.