Kedge Extensible Frameworks enable continuous evolution through modular layer replacement and external knowledge integration without core model retraining.
Layer Plugin Interface: Vector Bus exposes standardized tensor shapes for Layer 4/5 replacement. New reasoning modules integrate in 2.4ms handshakes preserving pipeline latency.
Knowledge Adapter Protocol: External vector stores connect through standardized retrieval interface. 17ms roundtrip maintains real-time guarantees while expanding context 12x.
Agent Extension Framework: New personalities added through manifold registration. 0.82 confidence threshold integration with existing kedge/keela/kite routing.
Safety Plugin System: External validators register with Safety Arbiter Layer 6. Zero-trust integration requires protocol compliance certification.
Compute Adapter Layer: Runtime switching between CPU/GPU/TPU without recompilation. Framework abstracts hardware heterogeneity maintaining performance contracts.
Versioned deployment enables A/B testing of layer variants across user segments without service interruption or behavioral divergence.