Accelerating Data Path for Matrix Node Engine and Optimizing File Format for ML training
@Tesla
unveiled groundbreaking methods for efficient video data processing and optimized data storage enhance ML training for autonomous vehicles.
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$TSLA
#FSD
#ML
#DataProcessing
$TSLA
#Robotaxi
Tesla's patent WO2023/163943A1 presents a system and method for automatically sanitizing enclosed spaces, particularly vehicle interiors, that can be shared by multiple people.
The core of this patent is detecting the current environmental conditions of the
$TSLA
#Tesla
#Optimus
Tesla's WO2024/073138 A1 patent revolves around a cable-driven underactuated (using fewer actuators than the number of controlled joints) robotic hand that mimics human hand movements. The key features and technical advantages of this technology are as
Tesla's FSD Game-Changer: Real-Time Fleet Learning System
Tesla's patent hints at groundbreaking tech potentially coming to FSD V12.5.
This could pave the way for a 'Winner Takes All' scenario in self-driving.
Dive into the thread for the full scoop ๐ ๐งต๐ชก
$TSLA
@Tesla
#FSD
OMG! While reading Tesla's patent, I think I've figured out why they recently purchased Lidars from Luminar. ๐
One thing is for sure: the Robotaxi will be Lidar-free, and vision-only.
I'll explain the details in my upcoming patent analysis article about Tesla's
Tesla announced the unveiling of its Robotaxi on August 8, 2024. For the success of this autonomous vehicle-based ride-sharing service, ensuring the anonymity of vehicle data is crucial.
Tesla's patent WO2023/069647A1, titled "Pseudonymous Logging and Directives," introduces
Tesla's recently granted patent explains the secret behind recent ramp-up of Cybertruck.
Tesla has completed the development of the 4680 battery with dry electrode.
All the pieces have come together.
My next patent analysis will cover this patent in detail.
$TSLA
#FSD
Despite being Vision-only systems, Tesla's recent FSD versions show high performance right from their release. And what tests are the ADAS Operators conducting near Chuck Cook's (
@chazman
) house?
Hints to these two questions might be found in the US20230385698A1
$TSLA
#FSD
Elon Musk recently made an intriguing statement about Tesla's next-generation AI model: Our next-gen AI model after this has a lot of promise: ~5X increase in parameter count, which is very difficult to achieve without upgrading the vehicle inference computer." This
This patent explains the specific operation of the sanitation system through various figures:
Figure 2 shows the configuration of sanitation system 200 used to sanitize enclosed spaces.
This system consists of various sensors 210, control system 202, HVAC system 204, lighting
SpaceX has launched an enormous number of Starlink satellites and continues to launch more.
Why do they keep launching satellites even though they've already deployed enough for satellite-based internet service?
The secret might lie in SpaceX's patent US 2024/0164089 A1.
In addition to methods using the HVAC system, this patent presents additional sanitation methods:
Figures 7A-7C show methods for thermal management and sanitation of touchscreens and other contact surfaces inside the vehicle. By using active heating elements and passive
This technology can provide the following benefits to Tesla's robotaxi service, scheduled to be unveiled on 8/8:
โ Passenger safety: Automatically sanitizing the vehicle interior between each ride reduces the risk of pathogen transmission.
โ Efficient operation: Maintaining
Tesla's US Patent 10,514,200 B2 discloses an efficient cooling system that combines non-mechanical cooling (cooling towers) with mechanical cooling (chillers).
Based on recently released photos of the cooling system construction site at Tesla's Gigafactory Texas data center, it
$TSLA
#Tesla
#Optimus
Tesla's WO2024/073138 A1 patent revolves around a cable-driven underactuated (using fewer actuators than the number of controlled joints) robotic hand that mimics human hand movements. The key features and technical advantages of this technology are as
$TSLA
#Robotaxi
Tesla's recently disclosed patent, WO2023/069611A1, introduces a technology that could revolutionize vehicle data management and sharing.
This technology is expected to play a crucial role in improving vehicle services and has potential applications in future
Adam Jonas anticipated that the hand of Optimus would be the most expensive part, with 12 actuators and 2 6D force sensors, and so on. However, I don't think that will be true.
Previously, I analyzed the patent related to the hand structure of Optimus, and I mentioned the
Morgan Stanley's Adam Jonas thinks Tesla's Optimus humanoid robot will initially cost between $50k-$60k to make.
"We estimate Tesla Optimus Gen2's current bill of materials is $50k-$60k per unit (ex-software). However, with the benefit of scale, the introduction of AI algorithms
The last patent related to Optimus's hardware is WO2024/072984A1.
This patent is about actuators and includes a wealth of information on mechanical engineering, which was revealed at Tesla's last AI Day.
WO2024072984A1
Now, we can guess the mechanism of
$TSLA
#EV
#AI
#insurance
Tesla's recently disclosed patent, "Machine Learning Model for Predicting Driving Events," introduces technology that could revolutionize the insurance industry.
This technology is specifically designed for personalized auto insurance premium
Tesla Transport Protocol(TTP): Innovative High-Performance Network Communications for AI Training Center
Tesla's TTP, a ethernet-based communication system with ultra-low latency and high efficiency, is unveiled in this patent. ๐ ๐งต๐ชก
$TSLA
@Tesla
#TTP
#NetworkProtocol
$TSLA
#FSD
#ModelEvaluation
What is the biggest challenge in updating ML models? It's the difficulty of comparing and evaluating prior trained neural networks with newer ones.
Since FSD 12, Tesla has been updating and deploying at an incredible pace. How is this possible? The
@SawyerMerritt
Sorry for the delay. This release had far fewer interventions, but suffered in driving smoothness.
Part of the issue was too much training on interventions and not enough on normal driving.
Itโs like a doctor training too much on patients in the emergency room vs training on
Review of Optimus Video: The apex of the technologies Tesla has cultivated over the years
Many might think that conventional industrial robots are the main competitors for Tesla's Optimus. However, given the requirements for humanoid robots, such as mobility and autonomy for
Patent US11639004B2: Unveiling the Secrets of Phoenix Gen7's Human-like Robotic Hand
I think Phoenix Gen7 of Sanctuary AI has the most human-like hand in the world.
US11639004B2, filed by Sanctuary Cognitive Systems Corp, discloses the structure of a robotic hand that might be
Introducing: Phoenixโข Gen 7
Major improvements, all delivered in less than a year. Our next generation of general-purpose technology marks an inflection point in task automation velocity.
โWith Generation 7, we can capture increasing quantities of higher quality, higher
$TSLA
#FSD
#CNN
#OnDevice
Tesla's recently disclosed patent, WO2023/220073A1, proposes an innovative artificial neural network processing technology.
This technology aims to improve the inefficiencies in existing neural network processing methods.
Specifically, it seeks to
Tesla's Vision-based Autonomous AI: Powered by Voxels
In this article, we will explore the key concepts behind Tesla's autonomous AI technology for FSD and Optimus, as revealed in 8 recently published patents.
While each of these patents contributes to Tesla's overall vision,
Tesla's Fractional Interpolation: Enabling Uniform FSD Across Diverse Hardware
Tesla unveils a groundbreaking image processing technique, paving the way for consistent FSD implementation across various hardware configurations. ๐๐งต๐ชก
$TSLA
@Tesla
#FSD
#ML
#DataProcessing
$TSLA
#Dojo
#Server
Tesla's recently disclosed patent, WO2023/023025A1, brings innovation to connection technology for high-performance distributed computing systems.
This technology is particularly designed for connecting System on Wafer (SoW) assemblies, which are key
$NVDA $TSLA
Comparing Nvidia and Tesla's AI technology approaches, I've discovered intriguing differences๐.
Both companies are focusing on AI and leveraging it to develop autonomous driving and humanoid robot technologies. However, their specific methodologies seem to be
SpaceX has launched an enormous number of Starlink satellites and continues to launch more.
Why do they keep launching satellites even though they've already deployed enough for satellite-based internet service?
The secret might lie in SpaceX's patent US 2024/0164089 A1.
I've discovered an intriguing dry electrode patent that could be related to Tesla's Cybertruck ramp-up.
Tesla is applying 4680 batteries to the Cybertruck and introducing dry electrodes to the 4680, but it's known that they're encountering challenges in manufacturing dry
$TSLA
#EV
#Semi
Tesla's recently published patent "Compliant Mechanism for Suspension Height Sensor" introduces an innovation in vehicle suspension monitoring technology.
This mechanism is designed to accurately monitor and control suspension positions in various vehicle
$TSLA
#Dojo
#Server
Tesla's recently disclosed patent, WO2024/072903A1, presents an innovative design for high-performance computing systems.
This technology is specifically configured for computationally intensive applications such as neural network training, machine
Before embarking on the Dojo patent analysis project, I'll first update my previous analysis of the On-Device AI chip patent with a more detailed version.
No matter how I look at it, the insane performance of FSD 12.4.X seems related to On-Device AI technology that trains ML
Tesla's On-Device AI Chips: Powering Cars, Robots, and Beyond?
Analyzing 5 key AI processor patents recently developed by Tesla. These technologies enhance neural network efficiency for autonomous vehicles, robotics, and potentially other end-user devices.
๐งต Thread for
I've found a recent Tesla patent that seems to be related to the next-gen AI model Elon Musk mentioned.
It definitely looks like a high-performance in-vehicle inference computer will be necessary.
I'll post the analysis as soon as I finish it. Probably tomorrow?
Real-Time Fleet Learning System
Tesla's WO2024/039866A1 patent introduces a real-time fleet learning system that could be a game-changer in autonomous driving technology.
โ Key Technological Elements
โซ๏ธ Real-time data collection, transmission and processing
โซ๏ธ Experience
Tesla's recently granted patent seems to include what Elon Musk said ๐
๐ก US11983630B2
- Title: Neural networks for embedded devices
- Link:
The invention discloses the neural network architecture to reduce the processing load of implementing the
Why did Tesla choose Texas for building a GPU datacenter with six huge fans? While there might be multiple reasons, the dry climate of Texas could be one of them.
Note that it's the wet-bulb temperature, not the dry-bulb temperature, that affects the effectiveness of fan-based
NEWS: Tesla has now fully installed all six huge fans at Giga Texas for their new GPU data center cooling system. These fans will cool a $2B, 50,000-unit Nvidia GPU cluster and Tesla's own compute hardware in the coming months.
Full video from Brad Sloan:
$TSLA
#Dojo
#Server
Tesla's recently disclosed patent, WO2024/072973A1, brings innovation to the visualization and management technology of high-density processing die systems.
This technology can be applied to systems for computationally intensive applications such as neural
Tesla's Synthetic Data: Expanding Scenarios for FSD
Tesla's patent reveals generating synthetic sensor data for AI training.
This could enhance how autonomous control systems handle various situations.
Dive in for the full analysis ๐ ๐งต๐ชก
$TSLA
@Tesla
#FSD
#SyntheticData
While my previous summary emphasized Tesla's Real-Time Fleet Learning System, one of the key technological innovations in the WO2024/039866A1 patent is the optimization of vehicle control by dynamically modeling component-level system latency.
This approach significantly
Tesla's FSD Game-Changer: Real-Time Fleet Learning System
Tesla's patent hints at groundbreaking tech potentially coming to FSD V12.5.
This could pave the way for a 'Winner Takes All' scenario in self-driving.
Dive into the thread for the full scoop ๐ ๐งต๐ชก
$TSLA
@Tesla
#FSD
I just found a Tesla software patent that seems related to Robotaxi. ๐ค
It looks like Tesla is genuinely preparing for it, not just bluffing to pump the stock price.
Tesla's Exoskeleton: Safety Meets Manufacturing Innovation
Tesla's patent unveils a vehicle design that's not just safer, but revolutionizes production efficiency.
This could transform automotive manufacturing.
Dive in for the full analysis ๐ ๐งต๐ชก
$TSLA
@Tesla
#Cybertruck
๐
While this cloud-services platform function distributed across a group of satellites may currently be inferior to existing AWS or Azure in terms of infrastructure and functionality, it has the following advantages that could potentially generate revenue for Starlink and SpaceX in
$TSLA
#FSD
What is the biggest challenge for Tesla in completing its vision-based autonomous driving system? It's safely navigating in situations where camera visibility is reduced due to adverse weather conditions like fog, snow, rain, tire spray, or objects blocking the
Now I understand why Bezos insisted that SpaceX should be regulated.
It threatens AWS.
Anyway, what should we call the satellite based cloud platform? 'Satel-loud'? 'Orbit-computing'? ๐คฃ
My next patent analysis deals with this.
Tesla > Optimus > Hardware
[WO2024073138A1]
UNDERACTUATED HAND WITH CABLE-DRIVEN FINGERS
๐ Underactuated robotic finger with simple structure mimicking human finger motion
๐ Optimized cable routing and torque control for stable and efficient object grasping
โ๏ธ Existing
Tesla's ASS: Revolutionizing User Experience
Tesla's patent unveils groundbreaking Actually Smart Summon (ASS) tech.
This could transform how we interact with our cars, enhancing user experience.
Dive in for the full analysis ๐ ๐งต๐ชก
$TSLA
@Tesla
#ASS
@AyeSeeAyeDo
You're right. I've omitted many details.
If I were to make a report at work for professionals, I would have written a detailed report of over 30,000 words, including the scope of claims, any deficiencies in the description, and comparisons with prior art.
However, if I analyze
Patent US 2024/0164089 A1 is about a system and method of providing access to compute resources distributed across a group of satellites. This technology aims to provide cloud-services similar to AWS or Azure by utilizing a large-scale satellite constellation like Starlink.
The
Real-Time Fleet Learning System
Tesla's WO2024/039866A1 patent introduces a real-time fleet learning system that could be a game-changer in autonomous driving technology.
โ Key Technological Elements
โซ๏ธ Real-time data collection, transmission and processing
โซ๏ธ Experience
This patent describes a method for deploying and utilizing machine learning models on satellites, as shown in Fig. 10 and described in paragraph [0239].
A trained model is deployed across one or more satellites. When a user terminal requests to use this model, the system
$TSLA
#EV
#SteerByWire
Tesla's Steer-by-Wire system, implemented in the Cybertruck, has been receiving high praise from drivers. The detailed working mechanism of this innovative electronic steering system is described in Tesla's patent WO2023/107555A1.
According to this
Keynes's Dream of a 15-Hour Workweek: How Tesla's Optimus Could Make It a Reality by 2030
In his 1930 essay "Economic Possibilities for Our Grandchildren," renowned economist John Maynard Keynes projected that by 2030, technological advancements would lead to a significantly
This is a compilation of all 4 patents that have been disclosed about the mechanical structure of Tesla's Optimus humanoid robot.
The structure of the hand(โ) is disclosed in WO2024/073138A1; the structure of actuators(๐ฆพ) is disclosed in WO2024/072984A1; the structure of the
$TSLA
#Battery
#EV
Tesla's patent US11764432B2 proposes an "Aggregated Battery System" that offers a new approach to battery pack design and assembly. This technology aims to simplify manufacturing and reduce costs while leveraging the benefits of small format battery cells.
$TSLA
#FSD
#Robotaxi
What is a crucial point in the widespread adoption of electric vehicles? One of the key factors is overcoming the FUD about the possibility of losing control of the driving system due to malicious attacks.
Electric vehicles rely on more electronic systems
This is not very different from Tesla with self-driving networks. What is the "offline tracker" (presented in AI day)? It is a synthetic data generating process, taking the previous, weaker (or e.g. singleframe, or bounding box only) models, running them over clips in an offline
There are so many good parables and metaphors in the Bible, but the one I like best is the parable of the wheat and the tares.
When I was younger, I didn't understand what the parable meant because at that time I thought we could easily distinguish the wheat from the tares. I
#Tesla
's WO2024072903A1 reveals innovative technology for large-scale parallel computing infrastructure, such as the
#Dojo
Supercomputer, addressing key challenges in these systems.
1๏ธโฃ Problems to be Solved:
As parallel computing systems scale to process massive datasets and
The Secret Within The Door Panels of CYBERTRUCK
US11938796B2 discloses the reason why Tesla uses a durable unitary exterior panel for the Cybertruck.
Because of the exterior panel exoskeleton design, the Cybertruck can eliminate the inner door structure and protection system,
While looking through Tesla's patents, I noticed one related to semi-trucks. The patent, titled 'COMPLIANT MECHANISM FOR SUSPENSION HEIGHT SENSOR' features a body that couples both an angle sensor and the vehicle's suspension.
As I lack expertise in mechanical engineering, I
The key structure of the cooling system is illustrated in Fig. 2 of the patent.
This design places multiple cooling towers (202) upstream of the chiller (208) and determine whether to bypass (โถ๏ธโ๏ธ) using bypass loops based on external environmental conditions (temperature,
$NVDA $TSLA
#SpaceX
I've found an interesting Nvidia patent titled "MANAGEMENT OF ARTIFICIAL INTELLIGENCE RESOURCES IN A DISTRIBUTED RESOURCE ENVIRONMENT".
This patent seems like it would pair well with SpaceX's "COMPUTE RESOURCES DISTRIBUTED ACROSS A GROUP OF SATELLITES".
$NVDA $TSLA
#AI
#NeuralNetwork
#EdgeComputing
#AutonomousVehicles
#Robotics
Tesla's US11983630B2 and NVIDIA's US11995551B2 patents both aim to improve the computational efficiency of neural networks on embedded devices, such as autonomous vehicles and robotics. However, the two
Nvidia and Tesla both are playing 4D chess.
The key difference is:
Nvidia, based on Earth, is expanding from physical reality to virtual reality.
Tesla, grounded in reality, is expanding from Earth to space.
Nevertheless, they have numerous potential areas for collaboration.
Thank you for your great interest in my last post about the analysis of Optimus's hand structure patent.
My next target for analysis will be WO2024073088A1, a patent related to Modeling techniques for vision-based path determination for Optimus.
Although the patent is lengthy
This technology seems likely to be implemented in FSD V12.5. Tesla has filed a related patent, and given the USPTO's examination speed, it looks like it could be registered next year. Do you think they're timing it intentionally? ๐ค
Tesla seems to clearly know the key points in System-on-Wafer (SoW). ๐
This patent seems so powerful that it is likely to become a bottleneck patent that can block competitors. ๐
$TSLA
#Dojo
#Supercomputer
#SoW
WO2022/245740A1 : Thermal Interface Structure for Dojo Supercomputer
WO2022/245740A1 discloses the innovative thermal interface structure for Dojo, which appears to be a groundbreaking patent for System-on-Wafer (SoW).
1๏ธโฃ Problems with Existing Technology
SoW requires heat
$TSLA
#Robotaxi
Tesla's recently disclosed patent, WO2023/069611A1, introduces a technology that could revolutionize vehicle data management and sharing.
This technology is expected to play a crucial role in improving vehicle services and has potential applications in future
๐ฏ Conclusion
This patent reveals the secret behind Tesla FSD's remarkable performance improvement.
Through this technology, Tesla can achieve high-performance autonomous driving from the initial release and continuously improve the performance of the Vision-only system.
$TSLA
#FPSBGA
#Electronics
#HighDensityPackaging
Tesla's patent introduces an innovative "Field Programmable Solder Ball Grid Array (FPSBGA) with Embedded Control Systems" technology.
This invention addresses challenges in electronic system assembly, particularly focusing on
Tesla's US20240005465A1 patent presents an "Enhanced Vision Processing and Sensor System for Autonomous Vehicle". This patent describes an improved sensor system that can operate effectively in various lighting conditions.
The core of this patent is the generation of an enhanced