Tag: Tesla AI5

  • Tesla AI5 FSD Computer: 10x Cheaper Inference Than Nvidia Chips

    Tesla AI5 FSD Computer: 10x Cheaper Inference Than Nvidia Chips

    Key Takeaways

    1. The new Tesla AI5 chip boasts ten times the performance per dollar and three times the performance per watt compared to Nvidia’s AI chips.
    2. The AI5 chip outperforms the existing AI4 computer by 40 times in certain benchmarks and is set to be produced at Samsung and TSMC facilities starting in 2026.
    3. Tesla’s AI5 chip will have a performance range of 2000–2500 TOPS, focusing on simplicity by removing unnecessary components for their specific needs.
    4. The AI5 chip is designed as a GPU for AI inference, enabling more efficient integration and eliminating the need for certain subsystems found in previous models.
    5. Tesla is refining the AI5 chip for its exclusive use in self-driving cars and Optimus robots, with an emphasis on reasoning capabilities for improved decision-making in navigation.


    The new Tesla FSD computer is said to have ten times the performance per dollar compared to Nvidia’s AI chips, and it can achieve three times the performance per watt, as stated by Elon Musk.

    Performance Boost

    In certain benchmarks, the Tesla AI5 chip outperforms the existing AI4 computer found in the 2026 Model Y by a staggering factor of 40. Overall, it is ten times quicker than the current hardware powering FSD 14.

    The AI5 chip will be produced by Tesla at Samsung and TSMC facilities located in Texas and Arizona, with manufacturing set to begin in 2026.

    Specifications Revealed

    Previously leaked specifications for the AI5 chip indicated a performance range of 2000–2500 TOPS (trillion operations per second), which is about five times more than the existing HW4 computer. However, Musk mentioned that he has been spending most weekends collaborating with the AI team to enhance the AI5 design.

    Instead of crafting complex AI chips like Nvidia’s offerings, such as the DGX Spark AI desktop available on Amazon, Tesla has opted to simplify the design by removing unnecessary components. Since they only need to meet their own requirements, Musk explained:

    “If you’re unsure about how much data will travel between each logic block on the chip, it leads to huge highways everywhere. This makes the design problem very complex. NVIDIA has handled these tough requirements well, but we’re aiming for radical simplicity.”

    Integrated Design

    Unlike the HW4 computer in the 2026 Model Y, which has a dedicated graphics subsystem, the AI5 chip is designed as a GPU for AI inference. This allows Tesla to eliminate elements like the image signal processor (ISP). Musk noted, “Due to these removals, we can actually fit the AI5 chip in a half reticle while maintaining ample margin for memory traces to the Tesla Trip accelerators, the ARM CPU cores, and the PCI-X blocks.”

    In essence, what Tesla is doing with the AI5 chip reflects a broader trend in AI application. Instead of investing in costly general language models, they are focused on creating specific solutions that don’t require the vast billions of parameters found in all-encompassing models like ChatGPT.

    Focused Development

    Since Tesla’s sole customer is itself, and it knows the AI5 chip will be used just for its self-driving cars and the Optimus robots, the company can refine the entire hardware stack for critical software points. Even with AI4, Tesla assured that cars equipped with FSD 14.2 will experience a seamless self-driving experience, as this update will introduce reasoning capabilities.

    With reasoning, the system will evaluate which parking spot to choose. It will recognize that while there may not be a spot right at the entrance of a full parking lot, it can drop passengers off at the entrance and then search for parking elsewhere. It aims to identify open spots more effectively than humans, thanks to its 360-degree vision. As Musk stated, it will employ reasoning to navigate these decisions.

    Future Compatibility

    It remains uncertain whether the FSD 14.2 version will be compatible with older vehicles. Tesla announced that it would offer an FSD 14 Lite for cars equipped with the HW3 computer in Q2, but they haven’t disclosed which features will be omitted. By that time, they may have already initiated production scaling for the AI5 chip ahead of the Cybercab launch planned for the April-June period. Musk hinted that any surplus AI5 chips produced will be utilized in Tesla’s FSD data centers, complementing the existing Nvidia hardware.

  • Tesla HW5 FSD Computer Specs Leaked: TSMC and Samsung Production

    Tesla HW5 FSD Computer Specs Leaked: TSMC and Samsung Production

    Key Takeaways

    1. Tesla is ordering the next-generation AI5/HW5 chip, expected to achieve performance between 2000 and 2500 TOPS, significantly faster than the current HW4 computer.
    2. TSMC is likely the main foundry for the AI5 chip production, with Samsung as a backup for mass shipping in 2026.
    3. Enhanced camera features are expected with the AI5/HW5 kit, including weather-proof cameras that can melt ice or snow quickly.
    4. Tesla plans to start outfitting vehicles with AI5/HW5 FSD hardware by the end of the year, possibly aiming for a holiday sales boost.
    5. Elon Musk hinted at a new FSD 14 version with fourfold improvements, but it remains unclear if HW5 is necessary for its operation.


    While Tesla is working hard to fit its unsupervised FSD algorithms into the existing HW3 computer that makes up most of its vehicles, it has already started ordering the next-generation HW5 chip, now referred to as AI5.

    Orders and Performance Expectations

    These orders are going to both TSMC and Samsung foundries, and insiders from Korea are saying that the Tesla AI5/HW5 FSD computer is expected to achieve performance between 2000 and 2500 TOPS (trillion operations per second). This represents a speed increase of five times compared to the current HW4 computer, which is found in the latest Model Y and can smoothly run unsupervised FSD. The launch of the pilot Tesla Robotaxi platform is planned for the week of June 21, featuring around a dozen driverless Model Y units equipped with the AI4 hardware kit, which will operate in Austin without supervision.

    Future Production Plans

    There are rumors that Tesla has chosen TSMC for the production process of its 3nm N3P chip and may become one of their largest customers as TSMC ramps up production of the AI5/HW5 FSD processor later this year. Tesla is keeping Samsung as a backup foundry for its AI5 chip, but it’s said that they will only rely on Samsung’s production in 2026 when they begin mass shipping HW5 vehicles.

    At this point, it’s uncertain what additional enhancements the AI5/HW5 Tesla FSD hardware kit will offer beyond the much quicker computer. However, improved FSD cameras are one rumored upgrade.

    Enhanced Camera Features

    Reports indicate that Samsung will provide its Weather Proof automotive cameras, which include a heating element embedded directly in the lens rather than running through the cover glass. These cameras retain the 8MP sensors similar to those on the new Model Y, but they can melt ice or snow covering them in under a minute, which will surely be beneficial for users in colder areas looking to utilize FSD.

    Tesla already has a cleaning system for the front bumper camera in its newer models, but the new Samsung Weather Proof cameras that might be included in the Tesla HW5 kit also feature a six times tougher coating that is water-repellent. This design will help remove melted snow or ice droplets from the lens, resulting in less distortion when changing lanes or detecting movement, according to Samsung.

    Tesla is expected to start outfitting its initial batches of vehicles with AI5/HW5 FSD hardware before the year wraps up, possibly reserving this upgrade for the holiday quarter batches to boost sales.

    What’s Next for Tesla FSD?

    Elon Musk hinted that the new FSD 14 version, set to release around that time, will show a fourfold improvement across its parameters, leaving it unclear if HW5 will be necessary to operate it. Tesla has promised to retrofit all HW3 vehicles for free with HW4 computers for those who want to try unsupervised FSD if they cannot get it to work on the older hardware.

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