The Pivot: Rabbit’s "Agentic" Evolution and the Future of AI Hardware

Main Facts: The New Rabbit Paradigm

Jesse Lyu, the CEO and founder of Rabbit, is attempting to rewrite the narrative surrounding his company. For most of 2024, Rabbit was synonymous with the R1—a standalone, orange-hued AI gadget that captured the tech industry’s imagination at CES 2024 before suffering a brutal collision with reality. Now, the company is pivoting from a hardware-first manufacturer to a software-centric ecosystem provider with the launch of OS3, a standalone "agentic operating system."

OS3 represents a fundamental departure from the company’s original vision. Rather than requiring a dedicated device, the new platform is designed to run across multiple screens and existing hardware. It is accessible via desktop browsers, mobile messaging apps like Telegram, and even iMessage. By decoupling its technology from the R1 hardware, Rabbit is positioning itself as an orchestrator of digital tasks, allowing users to leverage their existing devices—Windows, Mac, or Linux machines—to execute autonomous, AI-driven workflows.

A Chronology of Controversy and Resilience

The trajectory of Rabbit serves as a case study in the volatile nature of the current AI gold rush.

The Hype Cycle (Early 2024)

Rabbit launched the R1 with a promise: a "Large Action Model" (LAM) that could navigate apps and complete tasks like booking Ubers or ordering food on DoorDash. It was hailed as the future of the human-computer interface. However, the post-launch period was defined by what critics called a failure of execution. WIRED’s review, which famously awarded the device a 3/10, echoed a broader sentiment: the agentic capabilities were inconsistent, buggy, and often inferior to what could be accomplished on a standard smartphone.

The Lean Years and Internal Strain

The backlash was immediate, and the company faced significant operational hurdles. A planned expansion into the Indian market stalled due to regulatory complexities, leading to a period of severe financial uncertainty. Reports emerged that a segment of the company’s workforce had gone on strike, alleging missed payroll.

Rabbit Is Back, This Time With an AI Agent App

Lyu, reflecting on this period, maintains that the company’s health is stable today. He frames the struggle not as a failure of vision, but as a mismatch of resources. While Silicon Valley giants were pouring billions into their AI agents, Rabbit was operating with a team of roughly 15 people and a total funding round of approximately $60 million.

The Software Iteration (Late 2024–2025)

Instead of abandoning the R1, Rabbit chose to iterate. Over the past 18 months, the company has pushed roughly 50 software updates to the R1, transforming it from a "closed" novelty into a more modular device. Through a dedicated Discord community of over 12,000 users, the company crowdsourced feedback, eventually allowing users to integrate third-party agents like OpenClaw or Hermes. This period of "polishing" kept the device relevant for a niche audience while the team pivoted to the development of OS3.

Supporting Data: By the Numbers

Lyu challenges the narrative that the R1 was a financial failure. According to internal data provided by the CEO:

  • Unit Volume: Rabbit delivered more than 100,000 units of the R1 globally.
  • Return Rates: Despite the scathing reviews, return rates remained below 5 percent.
  • Profitability: Lyu claims the company maintained a healthy hardware margin of 45 to 50 percent, a notable feat in an industry where many AI hardware competitors rely on expensive, ongoing subscription models to offset costs.
  • Operational Footprint: The company remains lean, with a core team of 15 employees, which Lyu argues allows for faster pivots and lower overhead than its competitors.

The Technological Architecture of OS3

OS3 is not just an update; it is an architectural rethink. At its core, it is a cloud-based agentic system that utilizes Rabbit’s proprietary "Direct Large Action Model" (DLAM) technology.

How it Works

Unlike traditional chatbots that sit in a static window, OS3 functions as a persistent background process. Users install a local agent node on their desktop, which grants the system permission to interact with files, desktop applications, and web pages.

Rabbit Is Back, This Time With an AI Agent App
  • Cross-Platform Coordination: One account can link up to five machines, with the OS intelligently deciding which device is best suited to execute a specific task.
  • The "Brain Dump" Interface: The UI is designed as a single, continuous stream of interaction. There are no sidebar threads; users simply paste their intent, and the system coordinates the necessary tools.
  • Universal Compatibility: OS3 supports "universal skill compatibility," allowing users to copy and paste a public URL for any third-party agent skill. The system then installs and integrates that skill without requiring the user to possess technical or coding knowledge.

The "Bring Your Own Key" (BYOK) Model

To avoid the burden of subscription management, Rabbit has adopted a BYOK approach. There is no recurring monthly fee to use OS3. Instead, users provide their own API keys from providers such as OpenAI or Anthropic, or they can choose to connect local open-source models. This empowers power users to control their costs and the privacy level of their AI providers.

Official Responses and Strategic Shifts

Lyu remains unapologetic about the R1’s initial shortcomings, viewing them as necessary friction in the development of agentic technology. When asked about competitors like Meta—whose "Muse" agent was recently blocked from crawling Amazon—Lyu smirked, noting that Rabbit had been navigating these exact "virtual machine" challenges nearly two years ago.

"From an engineering perspective, we didn’t make the wrong bet," Lyu stated. He argues that the industry is only now catching up to the agentic workflows that Rabbit pioneered. The company is officially ending production of the R1, though existing stock is still being sold through retailers like Amazon, Target, and Best Buy.

Looking ahead, Rabbit is pivoting to a new hardware form factor: a "Cyberdeck." Slated for release in the coming months, this device is being positioned as a machine for "vibe coding"—a dedicated piece of hardware designed specifically to host the OS3 ecosystem.

Implications: The Death of the "AI Gadget"

The launch of OS3 carries a profound implication for the broader tech industry: the realization that the "AI gadget" may be a solution in search of a problem.

Rabbit Is Back, This Time With an AI Agent App

By moving its OS to the devices people already own, Rabbit is implicitly admitting that the best tool for an AI agent is not a secondary, pocket-sized device, but the high-powered desktop or smartphone the user already uses for work. The transition from a hardware-focused company to a software-platform company marks a shift in the philosophy of the "AI Assistant."

For the average user, the promise of OS3 is the automation of the mundane. Lyu’s example of having his agent handle a 50-minute Slack conversation while he was away on a shoot illustrates the end-goal: a digital proxy that understands context, maintains state, and acts on the user’s behalf.

If successful, Rabbit’s pivot could prove that while the first generation of AI hardware was a "flop" in terms of consumer reception, the underlying agentic concepts were the right idea—just packaged in the wrong form. As the market moves toward more sophisticated, autonomous agents, Rabbit is betting that the winning companies will not be those that sell the most devices, but those that provide the most seamless "brain" for the devices we already possess.