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NIO's Onvo updates a fleet whose top trims output steering and pedal control end to end

The Coconut+ 3.1.0 update optimizes navigation and parking assist on 2026 Max+ and Ultra+ trims, whose NX9031-and-NWM stack outputs steering and pedal signals directly, according to Chinese media reports.

NIO’s volume brand Onvo rolled out its Coconut 3.1.0 software update to more than 170,000 users, further optimizing navigation assist, parking assist and navigate-to-swap on 2026 Max+ and Ultra+ trims. Chinese media reports describe those trims’ configuration — NIO’s Shenji NX9031 chip, lidar and the NWM world model — as the country’s first assisted-driving stack to output steering-angle and pedal-control signals directly from the driving model, end to end. NIO has not published an English-language announcement.

The direct-control capability reaches 2026-model Max+ and Ultra+ trims, which carry NIO’s in-house Shenji NX9031 chip and lidar, and integrates the company’s NWM world model. The update also covers more than 160,000 users on the older NVIDIA Orin platform — 2024 L60s, 2025 L90s and L60s, and 2026 Pro trims — with a feature set spanning assisted driving, cockpit, chassis intelligence and voice control.

Most driving stacks translate a model’s trajectory decisions through an intermediate motion-control layer before anything reaches the actuators; collapsing that layer trades a well-understood safety boundary for responsiveness and architectural simplicity. Whether regulators and the accident record validate the trade is now a question running live on public roads.

Why it mattersRemoving the intermediate command layer between driving model and actuators is an architectural bet most rivals have avoided — and on these trims it is already running on a mass-market fleet.

Source: Sina Finance (report)

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