The Pulse.
Transparency · The ranking

No algorithm soup. Maths you can read.

Every news app ranks. Almost none will tell you how. Here's our formula, published — six factors, all yours to audit and tune.

The formula · per story, per readerv3 · phase 3 engine
score = affinity + recency + popularity + similarity seen + surprise

Six factors, no secrets

№ 01 — The terms
+ AFFINITY

What you gravitate to.

Every open, like and save nudges a per-genre score. Like three tech stories and tech climbs — visibly, the same session.

+ RECENCY

Fresh ink first.

Newer stories start higher and decay smoothly. The slow-news toggle flattens this curve when you'd rather depth than speed.

+ POPULARITY

What the day agrees on.

A modest boost for stories multiple publishers are carrying — consensus is a signal, not a command.

+ SIMILARITY

Threads you're pulling.

Stories close in topic to ones you just engaged with get a nudge — so a developing story keeps developing for you.

− SEEN

No reruns.

Stories you've scrolled past decay; duplicate clusters collapse to their best version. The feed respects your time.

+ SURPRISE

A pinch of elsewhere.

A small exploration term keeps the bubble porous — something from outside your lane, every single day.

Drive it yourself

№ 02 — Live playground
You · the reader dialsdrag or arrow-keys
Tech affinity
World affinity
Freshness weight
Surprise
Sample front page RE-RANKS AS YOU DRAG

The receipt, on every story

№ 03 — Why you're seeing this

Auditable, story by story — not a settings page promise.

Tap "why you're seeing this" on any story and Pulse prints the actual numbers that put it where it is — every factor, signed, totalled. If you don't like the maths, the dials are right there.

No other feed will show you this, because no other feed wants you to see it.

★ Ranking receipt ★Open-weights model tops benchmarks
Tech affinity+0.92
Recency (2h old)+0.74
Popularity (3 outlets)+0.22
Similar to liked+0.31
Seen-it decay−0.00
Surprise+0.05
Rank score2.24 → № 1
You liked 3 similar stories this week · thank you for reading
The dials are yours in the real app too

Rank your own front page.

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