Bosch
Autonomous Multimodal Mission Control 49-Service Full-Stack Operations
Mission Control • Multimodal Fleet Assistance

49-Service Autonomous Multimodal Incident & eCall Saga

Execute a production-grade multimodal incident resolution across the complete 49-microservice stack. Watch carrier SIP voice eCalls, Pipecat conversational AI, LiveKit WebRTC, eBPF kernel mesh, NATS & Redpanda event streams, Apache Iceberg & Hive Lakehouse, Trino federated SQL, multi-agent swarms (Agno, CrewAI, LangGraph), Twenty CRM, ERPNext maintenance, Chatwoot CCaaS, and Temporal distributed sagas interact in real time.

Microservices Deployed 49 Services / 64 Pods
Voice & eBPF Ingress Kamailio • RTPEngine • Cilium
Multi-Agent Swarms Agno • CrewAI • LangGraph
Enterprise Business Apps Twenty CRM • ERPNext • CCaaS

⚡ Live Real-Time Execution Console

IDLE • READY
fastapi-app-orchestrator • GKE Autopilot (ai-grid)
49 Services Live
[00.00s] SYSTEM: Ready. Click "Trigger Live 49-Service Saga" to initiate the autonomous multimodal roadside triage.
[00.00s] AWAITING TRIGGER: All 49 Kubernetes microservices are healthy and listening.

🎙️ Multimodal Voice & Multi-Agent Swarm

REAL-TIME TELEMETRY

🎙️ Studio-Grade Neural HD Voice (48kHz Master DSP)

NEURAL HD READY
🎧
Edge Neural Broadcast • Pipecat LiveKit SFU
Andrew Neural (Driver) • Brian Neural (AI Dispatcher) • 48kHz Studio DSP

Autonomous Agent Swarms (A2A Interop)

GEMINI 2.5 / 3.7
Agno Agent OBD-II Diagnostic
CrewAI Squad Safe Haven Scout
LangGraph Cyclic State Flow
LiteLLM Gemini Reasoner

Live Direct LLM Reasoner (LiteLLM Gateway)

REST API

🏢 Enterprise Relational & CCaaS ACID State Verification

Real-time records inserted into PostgreSQL, Twenty CRM, ERPNext, Chatwoot, and Redis during the mission.

📁 Twenty CRM Customer 360

Commercial account record and high-priority dispatch task.

Account: TransEuro Logistics
SLA Tier: Platinum (45 min)
Task ID: ea57e87d...
Task Status: TODO (Assigned)
Open Twenty CRM →

⚙️ ERPNext Fleet Maintenance

Work order in tabIssue and turbo parts dispatch.

Vehicle: Actros 1845 LS
DocType: tabIssue
Issue Ticket: ISS-2026-94537
Spare Part: Turbo Boost Valve
Open ERPNext UI →

💬 Chatwoot Omnichannel CCaaS

Live in-cab driver communication and digital gate QR pass.

Driver: Hans Gruber (VIN WDB-963-802-12)
Conversation ID: #20
Gate Pass: QR-WUE-9821
Session Status: DELIVERED (2 Inboxes)
Latest Message: Delivered AI dispatch & Slot #18
Open Chatwoot CCaaS →

🔒 Redis Mutex & Temporal

Distributed slot lock and resilient saga compensation.

Parking Hub: HUB-A3-WUE
Reserved Slot: Slot #18
Lock Key: lock:hub:HUB-A3-WUE
Lock TTL: 600s (Atomic)
Open Temporal UI →

🗺️ The 25-Phase Full-Stack Execution Blueprint

Complete architecture breakdown detailing how all 49 services participate in the autonomous eCall saga.

PHASE 01 / 25 SIP / SBC

1. Kamailio SIP & dSIPRouter Ingress

Inbound emergency eCall voice session received from commercial truck over TLS SIP trunk.

SBC: Kamailio:5060 • dSIPRouter:5000
Telephony Docs →
PHASE 02 / 25 RTP / Media

2. RTPEngine Zero-Copy Transcoding

Kernel-level media proxy transcodes G.711 carrier audio to WebRTC OPUS 48kHz frames.

Port: 22222 • Codec: G.711 → OPUS
Media Proxy Docs →
PHASE 03 / 25 WebRTC SFU

3. LiveKit WebRTC Audio Stream

Ultra-low latency SFU audio room connects browser console and in-cab driver unit (<45ms).

SFU: livekit:7880 • Room: emergency-ecall
LiveKit Server →
PHASE 04 / 25 Voice AI

4. Pipecat AI Voice Pipeline

Silero VAD detects voice activity, transcribes driver speech via STT, and connects to AI Gateway.

Pipecat: 8765 • UI: Pipecat Voice UI
Pipecat UI →
PHASE 05 / 25 Identity

5. Authentik OIDC Identity Claims

Validates operator credentials, issues OIDC RSA-256 JWT, and validates FleetDispatcher role.

Issuer: authentik:9000 • OIDC PKCE
Authentik SSO →
PHASE 06 / 25 eBPF Mesh

6. Cilium eBPF Kernel Mesh & Hubble

In-kernel socket bypass eliminates sidecar proxy overhead with WireGuard mTLS encryption.

eBPF Sockops • Hubble Flow Engine
Hubble UI →
PHASE 07 / 25 Security / ABAC

7. Open Policy Agent & PII Masking

Evaluates Rego ABAC policy and enforces GDPR SHA-256 anonymization on driver phone and ID.

OPA: 8181 • OpenMetadata Tag Driven
OPA Decisions →
PHASE 08 / 25 AI Safety

8. NeMo Guardrails Colang Safety

Scans multi-agent input prompts for jailbreak attempts and enforces structured Colang output rails.

NeMo: 8000 • Colang Rails Schema
NeMo Guardrails →
PHASE 09 / 25 Event Mesh

9. NATS JetStream Event Mesh

Sub-millisecond messaging backbone publishes voice and telemetry signalling with persistence.

Subject: voice.ecall.events • Port: 4222
NATS Monitoring →
PHASE 10 / 25 Kafka / ETL

10. Redpanda & Redpanda Connect

Zero-JVM high-throughput CAN bus streaming; Benthos pipeline transforms and batches Parquet rows.

Topic: telematics.raw • Benthos: 4195
Redpanda Console →
PHASE 11 / 25 Lakehouse

11. MinIO S3 & Iceberg REST Catalog

Commits ACID table snapshot to S3 Object Lakehouse with full schema evolution and time travel.

S3: minio:9000 • Iceberg REST: 8181
MinIO S3 Console →
PHASE 12 / 25 Catalog

12. Apache Hive & Delta Sharing

Synchronizes schema with Hive Thrift Metastore and verifies Delta Lake open sharing protocol.

Thrift: 9083 • Delta Sharing: 8080
Delta Sharing →
PHASE 13 / 25 Federated SQL

13. Trino SQL & Apache Spark

Executes federated SQL queries uniting S3 Iceberg lakehouse tables with live PostgreSQL CRM accounts.

Trino: 8080 • Spark Master: 7077
Trino Web UI →
PHASE 14 / 25 OLAP / MCP

14. ClickHouse OLAP & DuckDB MCP

ClickHouse records live DTC P0299 fault. DuckDB MCP performs vectorized Parquet occupancy queries.

ClickHouse: 8123 • DuckDB MCP: 8000
ClickHouse Tabix →
PHASE 15 / 25 Vector / Geo

15. Qdrant Vector DB & OpenSearch

Qdrant retrieves EU rest regulation embeddings; OpenSearch indexes GPS and identifies HUB-A3-WUE.

Qdrant: 6333 • OpenSearch: 9200
OpenSearch Dashboards →
PHASE 16 / 25 LLM Gateway

16. LiteLLM & Google Gemini 3.7/3.7

OpenAI-compatible gateway sends prompt to Vertex AI for multi-modal reasoning and triage formulation.

Gateway: litellm:4000 • Model: Gemini 3.7
LiteLLM UI →
PHASE 17 / 25 Model Registry

17. MLflow AI Gateway & Registry

Logs prompt parameters, latency benchmarks, and model versions to the centralized MLflow registry.

MLflow: 5000 • Experiment Tracking
MLflow Console →
PHASE 18 / 25 Diagnostic AI

18. Agno Autonomous Diagnostic Agent

Autonomous agent inspects engine turbo boost curves and issues safe derated operating parameters.

Agent: Agno (Phidata) • Port: 8002
Agno UI →
PHASE 19 / 25 Multi-Agent

19. CrewAI Squad & A2A Broker

Squad of 2 specialized agents collaborates via Agent-to-Agent Broker to confirm HUB-A3-WUE parking slot #18.

CrewAI: 8001 • A2A Broker: 8000
CrewAI UI →
PHASE 20 / 25 State Machine

20. LangGraph Cyclic State Graph

Advances cyclic state machine from Diagnostic → Reservation → ERP → CCaaS → Complete.

LangGraph: 8003 • LangChain LCEL
LangGraph UI →
PHASE 21 / 25 Mutex Lock

21. Redis Distributed Locking

Acquires atomic mutex lock lock:hub:HUB-A3-WUE:slot:18 to eliminate double-booking.

Redis: 6379 • TTL: 600s
Redis Docs →
PHASE 22 / 25 Distributed Saga

22. Temporal Resilient Saga Workflow

Executes 3-step saga with automatic compensation rollback handlers in case of inventory lock failure.

Workflow: AutonomousRoadsideSagaWorkflow
Temporal UI →
PHASE 23 / 25 ERP / CRM

23. Twenty CRM & ERPNext Updates

Inserts Platinum SLA dispatch task in Twenty CRM and creates maintenance issue ticket in ERPNext.

Twenty: twenty.task • ERPNext: tabIssue
CRM & ERP UI →
PHASE 24 / 25 CCaaS / Care

24. Chatwoot CCaaS In-Cab Dispatch

Creates live driver session and delivers digital QR gate pass (QR-WUE-9821) directly to driver Hans Gruber.

Chatwoot: 3000 • QR-WUE-9821
Chatwoot Console →
PHASE 25 / 25 Observability

25. OpenMetadata & Full Observability

OpenMetadata maps column lineage; Prometheus, Loki, Tempo, Langfuse, Grafana & Superset capture metrics.

Grafana • Superset • Redash • Langfuse
Lineage UI →