Tokenization RLHF alignment Embeddings RAG pipelines 2 NEW · 2 KNOWN WEEKLY DIGEST 2 NEW RLHF alignment RAG pipelines

Your saved videos and tweets — minus everything you already know.

We break every video and thread into its concepts, strip out what you've already encountered, and deliver what's left. Daily. Short. Actually new.

Today

"You save everything. You read almost nothing. And when you do, half of it is stuff you already knew. The backlog isn't a productivity problem — it's a signal problem. You just can't see it."

How it works

Most read-later tools summarize.
We filter.

A summary tells you what's in a video. A filter tells you what you didn't know yet.

01

Connect your saves

Link YouTube Watch Later and X bookmarks.

Transformers Attention heads Fine-tuning RAG pipelines 1 NEW · 3 KNOWN
02

Map your knowledge

We pull your last 100 saves to map your knowledge — and keep pulling as new things come in.

WEEKLY DIGEST 2 NEW Fine-tuning RLHF alignment 2 min read Open digest →
03

Get your signal

Every week, a short email with only what's genuinely new to you. The more you read, the sharper the filter.

"I had 300 videos in Watch Later. After two weeks, my weekly digest shrunk to 3 concepts — and every one was something I'd genuinely never encountered before."
— Early tester

Join the beta. See only what's new to you.

Hands-on setup. You'll hear from us directly.