AUTONOMOUS DECISION ENGINE
2,847,392 VEHICLES · 14 REGIONS
2 BLOCKED · OVERRIDE DISABLED
Fleet Online
2.847M
▲ 94.7%
Avg Risk Score
41%
▲ 0.3% ↑
Compliance
86%
R155 ✓ R156 ⚠
Blocked Updates
2
Engine enforced
Kafka Events/min
847
3 topics active
DTC Anomalies
340
EU fleet · B1247
Engine Blocked
2
Override disabled
Phased Rollout
3
AI-gated deploy
AI Approved
2
Cleared for deploy
AI Confidence
96%
Model v5
Policies Active
14
Dynamic · editable
🧠
AUTONOMOUS GOVERNANCE ENGINE — POLICY-DRIVEN ENFORCEMENT
SDV-GOVERN-9B-v5 · ADAPTIVE RISK MODEL · KAFKA 847 EVT/MIN · USER: DR. RAHUL KUMAR DUBEY
AI CONFIDENCE
96%
Evaluated 7 OTA packages via dynamic policy matrix and real-time fleet telemetry. Autonomously blocked 2 updates — ADAS FW EU (R156 gate + risk 73%) and BODY-ECU India (v4→v7 delta). Risk formula: base + histFail×0.4 + anomaly×0.3 + simRate×0.3. Click 🔍 Explain on any update to see the full AI reasoning chain.
🔒 R156 EU enforcement
⚡ Risk formula live
🛡 ASIL-B × 5 ECUs
🔗 4/4 APIs live
📊 847k fleet-hours
🌏 14 regional policies
OTA UPDATE QUEUE — AUTONOMOUS DECISIONS
POLICY ENGINE v5 · KAFKA SOURCED · 14:52 UTC
Decision Distribution
Risk Score by ECU — Data-Driven
DYNAMIC POLICY ENGINE
ACTIVE RULES — EU REGION
THRESHOLD SLIDERS
POLICY RUNTIME — LIVE
REGIONAL MATRIX
RegionR155R156Block%Level
COMPLIANCE-AS-CODE ENGINE
RUNTIME ENFORCEMENT — NON-OVERRIDABLE
// R156 Block
IF region=="EU" AND r156==false
→ BLOCK // no override
// Cyber Block
IF secRisk > 75 AND r155!= "PASS"
→ BLOCK
// Safety Re-Cert
IF safetyFn==true AND approved
→ RE-CERTIFY
96%
UNECE
R155
✅ COMPLIANT
✓TARA complete · all ECUs
✓CSMS cert active 2026
✓Pentest passed Oct 2024
✓IR playbook v3 active
74%
UNECE
R156
⚠ PARTIAL
✓SUMS framework active
✓Update verification chain
⚠Phase-gate docs incomplete
✗KBA type-approval pending
89%
STANDARD
ISO 26262
✅ ASIL-B
✓ASIL-B cert (Exida)
✓Hazard analysis complete
✓Safety goal traceability
⚠ASIL-D: ETA Apr 2025
Compliance Radar — All Standards
REAL-TIME KAFKA DATA STREAM
Events/min
847
All topics
Topics Active
6
OTA·fleet·dtc·cert
Partitions
12
3 brokers
Lag (ms)
14
Consumer group
Broker Health
3/3
All online
Live Event Stream
AUTO-SCROLL · REAL-TIME
TIMESTAMPTOPICREGIONPAYLOADANOMALY
Topic Throughput
DIGITAL TWIN → AI FEEDBACK LOOP
🔄 FEEDBACK LOOP — Awaiting simulation. Results update risk score: riskScore += simFailureRate × 0.3
Fleet Canvas — 10,000 Virtual Vehicles
IDLE
—
SUCCESS
—
FAILURES
—
RISK DELTA
—
VERDICT
Simulation Log
— Awaiting simulation —
FLEET INTELLIGENCE — LIVE TELEMETRY
EU
284,739 vehicles · 96% online
Update Success
87%
DTC Anomalies
12%
Connectivity
96%
ADAS Active
78%
⚠ 340 vehicles: DTC B1247 · CAN timeout
INDIA
143,200 vehicles · 88% online
Update Success
92%
DTC Anomalies
6%
Connectivity
88%
2W ADAS
22%
✓ Bengaluru fleet nominal. IVI 92% complete.
US
56,800 vehicles · 98% online
Update Success
95%
DTC Anomalies
3%
Connectivity
98%
ADAS Active
89%
✓ US fleet nominal. TPMS complete.
Anomaly Feed — Live DTC Events
Fleet Health Trend — 30d
🚦 NAMMA BENGALURU — 2-WHEELER ADAS SIMULATION
Simulating ADAS FW v4.1.0 deployment on Bengaluru's 2-wheeler-dominant traffic. AIS-140 compliant tracking + cooperative emergency braking reduces rear-end incidents. Governance engine monitors failures — auto-rollback if rate > 2%.
Bengaluru Traffic Canvas — 2-Wheeler Fleet
IDLE
Congestion Reduction
—
ADAS Coverage
—
Smart Corridors
—
ADAS Failures
—
AI Governance Verdict
Awaiting simulation...
Corridor Status
Outer Ring Road—
Silk Board—
Hebbal Flyover—
MG Road—
Electronic City—
REAL DEPLOYMENT ARCHITECTURE
END-TO-END INTEGRATION TOPOLOGY
System Integration Map — Animated Data Flow
BOSCH SDV PLATFORM v5
Vehicle Edge
Kafka Stream
AI Risk Engine
Policy Engine
Blocked Decision
Data Packet
⬡
Bosch OTA Manager
/bosch/ota/v2
Package signing, fleet dispatch, delta updates, version management.
📡
Qualcomm Digital Chassis
Snapdragon Ride · SA8540
ECU telemetry, ADAS compute, in-vehicle network gateway APIs.
☁
AWS Fleet Telemetry
IoT Core · MSK · Lambda
Real-time vehicle data ingestion, anomaly processing, fleet dashboards.
🔧
Supplier ECU APIs
/supplier/validate
SBOM validation, ASIL certification, ECU compatibility checks.
INTEGRATION LAYER — ECOSYSTEM APIs
Live API Call Log
Integration Health Radar
CONTINUOUS CERTIFICATION ENGINE
PackageECUSafetyRe-CertR155R156Status
Download Certificates
📋
UNECE R155 Report
COMPLIANT · TÜV Rheinland
↓
📄
UNECE R156 Doc
PARTIAL · EU gap flagged
↓
🛡
ISO 26262 Safety Case
ASIL-B · Exida Certified
↓
Certification Trend
LIVE DEPLOYMENT ENGINE — PHASED ROLLOUT
PHASE 01 · CANARY
1%
28,474 vehicles · DE/NL · 48h
Fail threshold0.5%
Auto-rollbackArmed
PHASE 02 · REGIONAL
10%
284,739 vehicles · EU-West · 7d
Fail threshold1.2%
Auto-rollbackArmed
PHASE 03 · GLOBAL
100%
2.8M vehicles · Global · 21d
Fail threshold2.0%
Auto-rollbackArmed
Rollout Curve
Failure vs Threshold
🧠
AI Decision Reasoning
🚀 LIVE DEPLOYMENT ENGINE
IVI v2.9.1 · GLOBAL FLEET · PHASED CANARY · GOVERNANCE ARMED
Ready...0%
0
DEPLOYED
0
FAILED
100%
SUCCESS
0
ROLLBACKS
🔴 AUTO-ROLLBACK — Threshold exceeded. Reverting 0 vehicles.
STEP 1 OF 6