Infrastructure Operations
Juju + MAAS orchestration across marketplace, projects, and talent.
Every project, tool subscription, and talent assignment flows through Juju-managed infrastructure. MAAS provisions bare metal for sub-10ms inference. The platform connects marketplace, org-admin, and talent network.
Platform Integration
How infrastructure connects marketplace, projects, and talent.
Marketplace
Tool subscriptions, AI models, BOM planning
→
Projects
Project workspaces, tool attachments, data uploads
→
Talent Network
Professional profiles, project assignments, onboarding
→
Juju Orchestration
Model deployment, charm management, lifecycle
→
MAAS / Bare Metal
Physical node provisioning, zone management
→
Kubernetes
Container orchestration, GPU pods, HPA
Deployment Paths
From marketplace subscription to deployed infrastructure.
Cloud Training
Train AI models on hyperscalers using LoRA fine-tuning
- AWS GPU instances
- Batch training jobs
- Model artifact storage
Edge Inference
Deploy trained models on bare-metal for sub-10ms latency
- MAAS bare metal nodes
- Juju charm deployment
- Local model serving
Hybrid Burst
Cloud for burst capacity, edge for deterministic inference
- Horizontal pod autoscaling
- Model caching
- Traffic routing
Juju Orchestration
Active Juju models across clouds and bare metal.
No live Juju controllers are available for this organization.
MAAS Bare Metal
Physical infrastructure for low-latency inference.
No live MAAS node inventory is available.
Kubernetes
K8s clusters for inference, training, and serving.
No live Kubernetes cluster state is available.
Sector Workloads
Infrastructure assignments per industry vertical.
Agriculture
Crop-Disease-ViT inference
Edge GPU cluster
8ms
Finance
Credit scoring API
K8s production
25ms
Manufacturing
Defect detection
Bare metal edge
5ms
Healthcare
Medical image analysis
MAAS secure zone
12ms
Logistics
Port ETA prediction
K8s production
30ms
Energy
Grid optimization
Edge cluster
15ms
Projects & Talent
Active projects with attached talent on Juju infrastructure.
Active Projects
No live projects are attached to infrastructure state.
Talent Assignments
No live talent assignments are attached to infrastructure state.
AI Models
Sector-specific models for your organization.
Live Organization Model State
No live model state availableConnect `apps/api` model control to populate this section.Org: decoded-demounavailable
Training Operations
Dispatch, refresh, register inference, and verify training runs.
No live training runs are available for operator actions yet.
Revenue Flow
How infrastructure drives subscription revenue.
Marketplace
Tool subscriptions
$29-99/tool/mo→
Projects
Tool attachments
Per-project billing→
Talent
Commission
15-25% salary→
Infrastructure
Juju + MAAS + K8s
Delivered