Nimbus Layer, production release Q4 2023, transformed VectorPulse prototype into horizontally scalable cloud-native reasoning platform supporting 1000+ concurrent streams.
Scaling architecture: Distributed Pulse Fabric coordinating inference across node clusters. Each node maintains independent VectorPool while fabric handles stream orchestration and state synchronization.
State management: Hierarchical Context Store with L1 node-local cache, L2 cluster sharding, L3 archival persistence. Context retrieval latency 4.2ms p99 across 500K concurrent sessions.
Load balancing: Predictive stream routing using query vector clustering. 98.7% streams routed optimally preventing hot spots and maintaining uniform 27ms p99 latency.
Resilience: Triple-redundant reasoning with automatic failover. Pulse reconstruction from partial state completes in 82ms preserving conversation continuity.
Monitoring: Real-time inference telemetry with 47 metrics tracked per stream. Anomaly detection blocks divergent reasoning before token commitment.
Nimbus established Kedge enterprise foundation, scaling from research prototype to production platform without architectural compromise.