Commit Graph
5 Commits
Author SHA1 Message Date
thePR0M3TH3ANandClaude Opus 4.8 e3139e8712 [feed] Break up per-creator clustering in For You / Trending grids
The For You (personalized) and Trending tabs ranked strictly by tier/score and
view count, which stacked a creator's whole back-catalogue into one block.

Add spreadAuthors() to the feed sorters: a gentle diversity re-rank that keeps
the caller's ranked order as the priority but avoids runs of the same author —
at each step it takes the highest-ranked remaining item whose author wasn't
among the last `window` picks (default 1), falling back to the plain top item
when every remaining candidate is a recent author. The #1 ranked item is always
chosen first, so "best-fit"/"most-viewed" stays topmost, and each author's items
keep their relative ranked order.

Applied to createForYouScoreSorter (personalized branch) and createTrendingSorter
(live items). Unlike interleaveByAuthor (full round-robin, used only for For
You's no-signal fallback + Explore), this preserves ranking rather than
flattening it, so each tab keeps its unique ordering process — just de-clustered.
Recent (chronological) and Explore (already diversified) are unchanged.

Tests: tests/feed-engine/spread-authors.test.mjs (7 — top preserved, no
avoidable adjacent dupes, per-author order kept, single-author/short/anon edge
cases, window:2 spread).

Co-Authored-By: Claude Opus 4.8 <[email protected]>
2026-07-01 10:14:03 -04:00
thePR0M3TH3ANandClaude Opus 4.8 087cf410cb feed: make Explore "new-to-you + diverse, less recency"
Explore shared the full active set with Recent/For You and leaned on freshness,
so it read like a reshuffled Recently-added. Give it a discovery identity:

- Weights: drop freshness (0.25 -> 0.12) and bump novelty (0.30 -> 0.35) so
  recency stops dominating and topic-novelty leads.
- Add a soft followed-author penalty (weight 0.3): the scorer now reads
  subscriptionAuthors from the Explore runtime and deprioritizes creators you
  already follow, so non-followed creators surface ("new to you"). A penalty,
  not a filter, so the feed stays full if you follow lots of people.
- More variety: lower the diversity sorter's MMR lambda (0.7 -> 0.5).

Also compacted For You's subscriptionAuthors reader to a one-liner to stay
under feedCoordinator's size cap while adding the same reader to Explore.

Tests: explore follows-penalty scoring; existing explore-scorer/diversity +
feedCoordinator suites green.

Co-Authored-By: Claude Opus 4.8 <[email protected]>
2026-06-24 08:50:50 -04:00
google-labs-jules[bot]andPR0M3TH3AN 96dea42692 Optimize object allocation in kids scoring loop
- Replaced array allocation and loop with unrolled scalar comparisons in `kidsScorerStage`.
- Added unit tests and benchmark.
- Measured ~12% performance improvement (282ms -> 249ms for 200k items).

Co-authored-by: PR0M3TH3AN <[email protected]>
2026-02-08 03:41:50 +00:00
thePR0M3TH3AN 2025a973ca Add explore feed engine tests and docs 2026-01-22 19:36:31 -05:00
thePR0M3TH3AN 4abcba8de5 Refine for-you tag preference runtime 2026-01-18 20:22:07 -05:00