Topic hub
Personalization
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about personalization.
Last 14 days
Latest on this topic
6 items on Personalization published in the last 14 days, newest first.
- QD-Rec: Open-Ended Evolution of Recommendations via Quality–DiversityField note
- Sakana AI released QD-Rec , a Quality-Diversity recommender that evolves item plus reason pairs instead of ranking.Field note
- VK AI engineers described how the recommendation system used by VK Video was split into task-specificField note
- How we built ChatGPT’s novel ad stack for user trust and relevanceField note
- Your Algorithm, Your Words: New Ways to Shape What You See on FacebookField note
- Apple introduced HomeView, a home display with a 7-inch Liquid Retina screen, FaceTime calling, entertainmentField note
Raw signals
What changed recently?
Netflix experiments with generating the whole recommendation page
GenPage represents a personalized homepage as a structured sequence generated by one model rather than a fixed ranking pipeline.
DoorDash Assistant Builds the Cart Instead of Giving Advice
The assistant combines retrieval, personalization, and transaction tools so the product result is an editable action state, not prose.
DoorDash makes memory a versioned personalization layer
DoorDash builds structured memory blocks from behavior and stores model, schema, timestamp, prompt, and response lineage for each component.
Preply Uses Each Lesson as Context for the Next
A production learning system converts session events into durable learner context, demonstrating a write-and-reuse loop rather than stateless personalization.
ChatGPT Uses Offline Consolidation to Improve Memory
A memory system can revisit prior interactions outside the live conversation, turning passive storage into an active process of consolidation and personalization.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | arxiv.orgpaper | primary receipt | source_urls |
| 2 | careersatdoordash.comsource | supporting receipt | source_urls |
| 3 | careersatdoordash.comsource | supporting receipt | source_urls |
| 4 | openai.comsource | supporting receipt | source_urls |
| 5 | openai.comsource | supporting receipt | source_urls |