Marginaliadaily

Contribute

Ways to help build it, from a five-minute note to a full project.

Anyone can help, no account needed to start reading and annotating. Join when you want your work credited.

i.

Annotate

5 minutes · no experience

See a sentence that confused you, or that you could explain better? Leave a plain-language margin note. Every submission is read by an editor before it goes live.

2 papers open to annotate
Find a paper to annotate →
ii.

Classify

10 minutes · no experience

Help build an open dataset with simple micro-tasks: is this summary accurate? which direction does this paper belong to? Your answers, combined with others', become real data.

Open micro-tasks, ready now
Start classifying →
iii.

Explain

30–60 minutes · some reading

Claim a paper from the queue and write the full plain-language explainer, at three depths. An editor reviews your draft, and the best ones publish under your name.

Papers open to claim
Browse the explainer queue →
iv.

Build

Ongoing · coding

Join a team working on a real, deployed AI-for-good project, in health, education, language, or accessibility, and ship something that helps people.

Open projects looking for hands
Browse open projects →
7
margin notes written
2
papers explained
8
glossary terms
19
directions mapped

Every contribution is credited and reviewed. See the live numbers on Pulse, or the data itself on Datasets.