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Workspace / Production
Recommendation intelligence
One place to understand behavior, inspect representations, and debug every ranked result.
Demo users6,040MovieLens 100K
Content items3,706Normalized titles
Event ingest—Run benchmark
API latency—Not measured here
Traffic preview
Synthetic events · last 60 minutes
EventsRecommendation requests
Service health
Local infrastructure adapters
Rust API
Static console modedemo
PostgreSQL
Start with Docker Composeoffline
Redis
Start with Docker Composeoffline
Qdrant
Start with Docker Composeoffline
Redpanda
Start with Docker Composeoffline
Active model
Configured serving policy
affinity-ranker-v1Behavioral multi-signal ranking
Evaluation pendingRun
make evaluate to populate actual metrics.Recent pipeline activity
Reproducible jobs and artifacts
demo-data.seedDeterministic fixture · seed 42
movielens.prepareRequires explicit download
models.compareTemporal holdout protocol
Ingest a behavioral event
Writes through the versioned Affinity API and immediately updates this user's representation.