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AUTONOMOUS.ML
CPU Agents for SDLC
INTERACTIVE ARCHITECTURE DIAGRAM

AUTONOMOUS.ML Platform Architecture

9 architectural layers from the Operator Interface down to the Deployment Boundary. Hover any node to see its purpose and why it matters. Use the controls below to reveal layers one at a time or show all at once.

1 / 9 LAYERS
L0L0 · Operator Interface— 3 nodes · hover any node for details
L0Operator Interface— Human-in-the-loop boundary
HTTP/JWT → tRPC
«Client»Operator Browser
«Dashboard»Omni Command Centre
«Notification»MS Teams Webhook
L1OCC Subsystems— Dashboard intelligence layer
WebSocket / tRPC stream
«Monitor»SDLC Pulse
«Visualiser»Thought Stream
«Control»Intervention Pane
«SafetyControl»Emergency Stop
«Enum»Operational Modes
«Config»Prompt Store
«Scheduler»Ritual Scheduler
L2API Gateway & Transport— Secure communication backbone
tRPC / Socket.IO / HMAC-SHA256
«Gateway»tRPC Gateway
«Transport»Socket.IO Bus
«Security»Agent HMAC Signing
L3Agent Host— Autonomous .NET 8.0 cognitive core
Action dispatch → L4 AI / L5 DevOps
«BackgroundService»Worker Service
«Class»Task Planner
«Class»Reasoning Engine
«Class»Self-Test Manager
«Action»11 Built-in Actions
«Middleware»Polly Resilience
«Observability»OpenTelemetry
L4AI Decision Module— Zero cloud dependency — local CPU inference
Inference request → scored response
«Runtime»Ollama Runtime
«Runtime»vLLM Runtime
«Model»Granite 4 (IBM)
«Model»Phi-3 (Microsoft)
«Model»Llama 3 (Meta)
«Evaluator»Model Arena
«Evaluator»AI Judge
«Store»Vector DB
«Store»Episodic Memory
L5Azure DevOps Integration— Native ADO Boards, Test Plans & Repos
REST API / LibGit2Sharp / SQLite sync
«Coordinator»Work Item Coordinator
«Service»WIQL Engine
«Service»Test Plan Service
«Service»Git Service
«Service»Workspace Manager
«Store»SQLite Cache
L6Distributed Execution— GRACE / Minion Network — parallel test runners
PostgreSQL job queue → N parallel nodes
«Coordinator»PostgreSQL Job Queue
«Worker»Playwright Nodes
«Service»GUI Object Mapping
«Service»DB Discovery
«Generator»Playwright Test Generator
«Agent»iOS Micro Agent
«Agent»Android Micro Agent
L7Data & Persistence— Multi-store persistence strategy
ORM / S3 SDK / JDBC
«Store»MySQL / TiDB
«Store»PostgreSQL
«Store»Oracle DB
«Store»S3 Object Store
«Store»Azure Git
DEPDeployment Boundary— On-premise or cloud — client's choice
Podman / Kubernetes / Windows 11 native
«Container»Podman Rootless
«Orchestrator»Kubernetes / CRI-O
«Host»Windows 11 Host
UML STEREOTYPE LEGEND
«BackgroundService»Long-running .NET hosted service
«Action»Discrete agent capability (1 of 11)
«Runtime»AI model inference runtime
«Model»Quantized SLM loaded into a runtime
«Evaluator»Competitive eval or safety judge
«Generator»Synthetic data or test script generator
«Store»Persistent data store
«Service»Domain service with defined API boundary
«Coordinator»Work distribution and aggregation
«Worker»Stateless execution node in a pool
«Agent»Autonomous mobile micro-agent
«Container»OCI container (Podman Rootless)
«Orchestrator»Kubernetes cluster
«Control»Safety control mechanism
«Config»Hot-reloadable configuration