Embedding Caching: Real-Time Text Clustering for Production
Architect an embedding cache for production services: pair LRU semantic caching with incremental HDBScan for ultra-low latency real-time text clustering.
Tag: Redis
Stateful Agents on K8s: Redis is Your Bottleneck, Not the Vector DB
Agents are stateless. Their memory is not. Scaling the LLM reasoning loop is trivial compared to solving the transactional concurrency of agent memory on Kubernetes.