Technology
Engineered to be measured, observed and reversed.
Feiliu runs on a mainstream, production-grade stack. Every layer is observable and every strategy is versioned.
Architecture
Four building blocks, one feedback loop.
Multimodal signals
Text, image and video understanding fused into shared representations for items and users.
Vector retrieval
Embedding-based candidate retrieval alongside rule and behaviour-based recall strategies.
Online features
Streaming feature updates and real-time feedback keep rankings current with user behaviour.
A/B experimentation
Traffic splitting, consistent tracking across platforms and comparable results for every strategy.
Stack
Mainstream tools, carefully assembled.
- Services
- Go / Java
- Interfaces
- gRPC / HTTP
- Streaming
- Kafka / Flink
- Retrieval
- Vector search
- Models
- PyTorch
Observability and rollback
Know what changed. Undo it if you need to.
Latency and SLA monitoring
P99 latency and service health tracked against the agreed SLA.
Strategy audit trail
Every strategy change is logged with who, what and when.
Versioned rollback
Strategies and models are versioned, so a change can be reverted quickly.
Consistent tracking
The same events and experiment framework on every platform, so results compare.
Bring better recommendations to your platform.
Tell us about your content and audience. We will propose a proof of concept scoped to your goals.