Cur8r
How it works

The signal is yours. The algorithm doesn't get your attention.

Cur8r reads a channel's sources, scores every candidate against written criteria, and drafts a short briefing that a person approves before it publishes. You get the signal; the feed doesn't get you.

A recommendation is only as good as its reasoning — so the rest of this page is the reasoning, in full.

01 / The shape of it

A curated shelf, not a feed.

Every week, Cur8r's curation agents read through the month's releases, publisher news, trusted reviews and award buzz, and pull out a short list worth knowing about. For each one you get the premise, the themes, and a plain reason it made the cut.

No endless scrolling. No clickbait. A curated shelf you can act on — and one that ends.

Feeds, newsletters and release calendars funnel through Cur8r, which reads, scores and says why, and out comes one short weekly briefing — a shelf of a few chosen books.

The scattered noise

FeedsNewslettersRelease calendars
Cur8rreads · scores · says why

One short weekly briefing

Transparent about why · free of the feed

02 / The service

One channel is one subject, one audience, one cadence.

Sci-Fi Books Weekly is one channel on Cur8r. The service turns the scattered noise of feeds, newsletters and release calendars into short briefings you can act on: you follow the channels that matter to you, Cur8r does the reading and the curating, and each week the signal comes to you — transparent about why, and free of the feed.

Each channel carries its own sources and its own criteria, so what clears the bar for one wouldn't necessarily clear it for another.

Browse channels
Channels arranged around a central Cur8r mark. Sci-Fi Books Weekly is publishing; the others are in production.
Cur8rSci-Fi Books WeeklyMidwest Startup SceneManaging AI Products
Publishing now In production
03 / The pipeline

How each briefing is built.

Eight stages. Producer agents run the ones where a machine is faster — gathering, ranking, drafting, checking, narrating. A person runs the two that decide what you actually get.

Eight stages. Stages three and six are human-in-the-loop gates where a person decides; the rest are automated.
  1. 01
    Gathering sources
    Sources
  2. 02
    Ranking by relevance
    Producer agents
  3. 03
    Select items
    Human decides
  4. 04
    Writing the script
    Producer agents
  5. 05
    Quality check
    Producer agents
  6. 06
    Editorial review
    Human decides
  7. 07
    Recording audio
    Synthetic voice
  8. 08
    Published
    Live

Two of the eight stages are human gates — choosing which items make the cut, and approving the finished script. Nothing is recorded, and nothing publishes, until a person has signed off on both.

04 / The rubric

How each item is scored.

Every candidate earns a score out of 100 across five dimensions. The weights say what matters most: is it really about this channel's subject, and who is it for — before style or novelty ever enter.

A 100-point score split five ways: topical centrality 40, audience fit 25, substance 20, distinctiveness 10, freshness 5.
0255075100
40
25
20
10
5

segment width = points available

Topical centrality
40 pts
Is the channel's subject the item's primary identity?
Audience fit
25 pts
Serves the intended audience and editorial priorities.
Substance
20 pts
Specifics, named facts and concrete detail beat vague mentions.
Distinctiveness
10 pts
An unusual idea or angle outranks routine coverage.
Freshness
5 pts
Newly released or imminent beats older material.

Maximum score 100

Two-thirds of the score sits on topical fit and audience fit, so a dazzling but off-topic item can't crowd out one that actually belongs on the shelf. Substance rewards concrete detail over vague hype; distinctiveness and freshness break ties.

The strongest rise to the top, a person reviews the shortlist, and only then does it become an episode. That is the whole point: you always get to see why.

Next

Read a briefing and judge for yourself.

Sci-Fi Books Weekly is publishing now. Two more channels are in production.

Sci-Fi Books WeeklyRead the FAQ