My Phase 6 matrix utilized a single-node Docker Compose bridge. It was mathematically sufficient for localized testing, but when subjected to trans-continental concurrent payloads, the physical GPU limits of a single machine create a single point of failure. You cannot enforce a B2B SLA on a localized monolith.
👉 Today, I physically tore down the Docker Compose bridge and initiated Phase 7: Distributed Edge Orchestration using K3s (Lightweight Kubernetes).
🤔 The Architectural Decoupling:
🟢 Stateful Ledgers (The Capital): The PostgreSQL billing ledger and the Redis token bucket are now isolated into strict StatefulSet and Service manifests. They persist regardless of hardware degradation.
🟢 Stateless Swarm (The Compute): The FastAPI inference nodes (running the Flan-T5 LoRA matrix) are now deployed as horizontally scaling Deployments.
Why Kubernetes over Hyperscalers? K8s strips out cloud-provider bloat, allowing me to orchestrate bare-metal edge nodes with zero ongoing capital expenditure. If one physical worker agent hits its thermal ceiling, the ingress controller routes the traffic to the next available agent instantly.
✅ The architecture is no longer a localized script. It is a distributed, fault-tolerant control plane.
The YAML files reserved for Kubernetes Orchestration is open-sourced on GitHub Repository at the "enterprise-saas-mor" branch.
Link: https://github.com/UniverseScripts/llmops/tree/enterprise-saas-mor
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