Why Rivian’s Ground Truth Fleet Matters More Than Any Single Feature

Rivian R2 Ground Truth Fleet

During Rivian’s Autonomy & AI Day, James Philbin dropped one of the most important lines of the entire event, and it was easy to miss. When the Rivian R2 launches with LiDAR, every vehicle on the road becomes a ground truth vehicle. That one statement quietly explains how Rivian plans to scale autonomy far beyond a small internal test fleet.…

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Why Rivian’s R2 LiDAR Timeline Risks the Osborne Effect

Rivian R2-D2

With Rivian confirming that LiDAR is coming to R2 in late 2026, but also making it clear that R2 deliveries begin in early 2026 without it, there’s an interesting business dynamic worth talking about, the Osborne effect. The Osborne effect is a classic concept in tech. It happens when a company announces a future product or major upgrade too early,…

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Rivian Autonomy & AI Day Breakdown: What R1 and R2 Vehicles Get and When

Rivian Autonomy & AI Day

Rivian dropped a ton of autonomy and AI news, so here’s the simplified version of what matters and how it breaks down by vehicle. R2 launches in early 2026 using the same Gen 2 Autonomy Computer found in today’s Gen 2 R1T and R1S. The new Rivian Autonomy Processor and Gen 3 Autonomy Computer do not arrive until late 2026,…

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Rivian Unveils Custom Silicon, R2 LiDAR Roadmap, Universal Hands Free, and Its Next Gen Autonomy Platform

Rivian R2-D2

RJ opened the first ever Autonomy and AI Day explaining why Rivian believes it is positioned to lead in this next phase of the industry. The company is leaning hard into compute, custom hardware, large scale AI systems, and a shared data foundation that touches every part of the ownership experience. Let’s break it all down. Meet the Rivian Autonomy…

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Why Some Early Rivian Owners Are Losing Patience With Software Fixes

Rivian R1S in the rain

A Reddit post making the rounds this week has struck a nerve with a lot of Rivian owners, and it highlights a frustration that’s been bubbling under the surface for a while. The post, titled “The Wet Handshake: Rivian’s Ignoring of Long-Term Bugs Is Getting Old,” comes from an owner with two R1 vehicles. It references RJ’s early comment that…

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