车规级 MLOps、空中下载 (OTA) 管道与实时 V2X 车队运营

V2XOps 提供企业级 DevOps、持续模型再训练、安全 A/B 固件部署及大规模网联车队自动化健康监控。

V2XOps Continuous Improvement & Shadow Deployment Pipeline V2X Architecture

Central Controller: Global Production Fleet — Disengagement trigger & corner-case logger

V2XOps 提供企业级 DevOps、持续模型再训练、安全 A/B 固件部署及大规模网联车队自动化健康监控。

Shadow Mode Model Evaluation — Running next-generation perception models silently in the background of production vehicles, comparing outputs against human decisions.
Uptane-Compliant Security Framework — Standardized automotive OTA updates using split-key security preventing supply-chain malware injection into vehicle ECUs.
Intelligent Trigger-Based Data Harvesting — Uploading high-resolution sensor recordings only when anomalous braking or V2X communication dropouts occur.

AutomotiveV2X — Connected Vehicle-to-Everything & Cooperative ITS Architecture
CellularV2X — 3GPP C-V2X Architecture, PC5 Direct Sidelink & Cellular Uu Infrastructure
NRV2X — 5G NR V2X Sidelink, Sub-Millisecond Latency & High-Rate Sensor Sharing
ISACV2X — Integrated Sensing and Communication (ISAC) for Automotive V2X