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Namaste Ji by Ayushman Dash

Exhibit · The Feed Lab

How the content feed is personalised — drag the dials, watch it re-shuffle.

This is the brain that builds her feed, running right here in your browser. Each phone belongs to a different person. Drag a dial and every feed re-shuffles itself; tap any card to see why it earned its spot.

⚙ the app’s real ranking code 〜 re-shuffles as you drag
The recipe — six dials every feed follows
PriyaHinglishDLkrishna
varietya wide morning
Ramesh jiहिन्दीUPshiva
varietya wide morning
Meeraहिन्दीWBdurga
varietymixed
Act two · The Atlas

Every greeting, mapped.

Everything in the catalog, placed by what it actually looks like — similar cards drift together on their own. The neighbourhoods name themselves; the dashed cards are the gaps. hover to peek · click to open

What the Atlas is for

The empty spots are the point: every gap here becomes one of tomorrow's briefs. This is exactly what the Creative Head Agent reads before deciding what to make next.

How it works

Every card is turned into a long list of numbers describing what it looks like, so “Krishna, blue, flute, morning light” lands near other cards like it. Each person gets numbers of their own, from what they picked at sign-up and what they linger on. After that, building a feed is arithmetic: score every card on a handful of things — does it match her taste, is it new to her, is today its festival, is it any good — add those up with the weights you are dragging, then deliberately push apart anything too alike so the morning doesn't become ten of the same card. That arithmetic is ordinary code, the same code the app runs, and it is running in your browser right now. The clever model never touches anybody's feed; it only writes the recipe, offline, the night before.

Why these knobs

Relevance is the easy part. The hard part is keeping a hundred million mornings from collapsing into the same ten cards — so variety is a dial rather than an afterthought, newness is scored, and the part that could get creepy stays offline where it can be read and checked. What actually picks her cards is code you could follow with a pencil.