The probe
Same fan-out architecture as Twitter Timeline, but the ranking model is more complex — Instagram ranks not just by recency but by predicted engagement (like, comment, share probability) for each specific user-post pair. The probe is the ranking pipeline and how features are assembled at query time without violating the 500ms SLO.
Architecture delta from Twitter Timeline
