RQ3: KDD — Streaming Data Products
ADWIN Real-Time Concept Drift & Self-Healing
Sovereign Swarm Master Architecture
A hierarchical multi-agent system (MAS) orchestrating 120+ fleet containers across Oracle Cloud and local Proxmox clusters.
CrewAI / LangGraph
Agent Trust Protocol (P127)
Specialized handshake protocol for distributed containers to share sensitive telemetry without leaking private keys.
Mutual Auth / Zero-Trust
Swarm Resource Manager (P111)
Autonomous stability agent that monitors Docker metrics and executes dynamic throttling for load balancing.
Predictive Scaling
OpenClaw Sandbox
Interactive testing ground for decentralized reasoning. Simulate isolated enclaves spinning up agents on demand.
Self-Healing Container Matrix
P111 Swarm Resource Manager
docker_logs.sh
> CONTAINER_01: Health OK (Mem: 42%)
> CONTAINER_02: Health OK (Mem: 38%)
> CONTAINER_03: Health OK (Mem: 12%)
> P111 Watchdog active. All systems green.