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Waymo's EMMA: Teaching Cars to Think - Jyh Jing Hwang, Waymo
AI Engineer· 2025-07-26 17:00
Autonomous Driving History and Challenges - Autonomous driving research started in the 1980s with simple neural networks and evolved to end-to-end driving models by 2020 [2] - Scaling autonomous driving presents challenges, requiring solutions for long-tail events and rare scenarios [5][7] - Foundation models, like Gemini, show promise in generalizing to rare driving events and providing appropriate responses [8][9][10][11] Emma: A Multimodal Large Language Model for Autonomous Driving - The company is exploring Emma, a driving system leveraging Gemini, which uses routing text and camera input to predict future waypoints [11][12][13][14] - Emma is self-supervised, camera-only, and high-dimension map-free, achieving state-of-the-art quality on the nuScenes benchmark [15][16][17] - Channel reasoning is incorporated into Emma, allowing the model to explain its driving decisions and improve performance on a 100k dataset [17] Evaluation and Validation - Evaluation is crucial for the success of autonomous driving models, including open loop evaluation, simulations, and real-world testing [25] - Generative models are being explored for sensor simulation to evaluate the planner under various conditions like rain and different times of day [26][27][28] Future Directions - The company aims to improve generalization and scale autonomous driving by leveraging foundation models [30] - Training on larger datasets improves the quality of the planner [19][20] - The company is exploring training on various tasks, such as 3D detection and rograph estimation, to create a more generalizable model [21][22][23][24]
WeRide Wins Permit for Autonomous Robotaxi Service in Shanghai, Partnering with Chery to Revolutionize Urban Mobility
Globenewswire· 2025-07-26 15:42
Core Insights - WeRide has received a permit from the Shanghai municipal government to operate Level 4 autonomous Robotaxi services, marking its entry into the tenth city globally [1][7] - The Robotaxi service was launched in partnership with Chery Group and Jinjiang Taxi during the World Artificial Intelligence Conference 2025, connecting key transport hubs and landmarks in Shanghai [2][4] - The CER, a jointly developed Robotaxi model, was showcased at Auto Shanghai 2025, built on WeRide's autonomous driving platform and Chery's vehicle architecture [5][6] Company Overview - WeRide, founded in 2017, is a leader in Robotaxi research and development, with operations in nine cities across three countries, accumulating over 2,000 days of safe operation [7] - The company is recognized as the first publicly traded Robotaxi company and has received autonomous driving permits in five markets: China, UAE, Singapore, France, and the US [9] - WeRide aims to enhance collaborations with global partners to advance Robotaxi technology and expand commercial deployments [8]
Should You Buy This Magnificent Autonomous Driving Stock Before Aug. 6?
The Motley Fool· 2025-07-26 08:29
Core Viewpoint - Autonomous vehicles are poised to significantly impact the ride-hailing industry, with companies like Uber potentially benefiting from reduced operational costs and increased market opportunities through partnerships with self-driving vehicle providers [1][2][12]. Company Overview - Uber operates the largest ride-hailing network globally, relying on 8.5 million human drivers, which constitutes its largest expense [2][5]. - In Q1 2025, Uber reported gross bookings of $42.8 billion, with $18.6 billion paid to drivers, resulting in $11.5 billion in revenue after deducting costs [5][6][7]. - The company is expected to release its Q2 2025 operating results on August 6, with strong revenue and earnings growth anticipated [3][10]. Financial Performance - For Q1 2025, Uber's GAAP net profit was $1.7 billion, indicating a low profit margin relative to its gross bookings [6][7]. - Projections for Q2 2025 suggest gross bookings between $45.7 billion and $47.2 billion, translating to approximately $12.5 billion in revenue, representing a year-over-year growth of 16.4% [10][11]. Autonomous Vehicle Partnerships - Uber has partnerships with 18 self-driving vehicle providers, up from 14 six months prior, leveraging its large user base of 170 million monthly active users [12]. - Waymo, a key partner, is completing over 250,000 paid autonomous ride-hailing trips weekly across five U.S. cities, utilizing both its and Uber's networks [13]. - As of Q1 2025, Uber's network completed 1.5 million annualized autonomous trips and deliveries, with expectations for updates on this figure in the upcoming report [14]. Market Outlook - Uber's stock has increased by 42% in 2023, currently trading near record highs, with a price-to-sales ratio of 4.2, aligning with its 10-year average [15]. - The potential for accelerated revenue growth due to autonomous vehicles suggests that the stock may be worth holding, especially for long-term investors [17][18].
X @Avi Chawla
Avi Chawla· 2025-07-26 06:30
To recall:1) Basic responder only generate text.2) Router pattern decides when to take a path.3) Tool calling picks & runs tools.4) Multi-Agent pattern manages several agents.5) Autonomous pattern works fully independently.Here's the visual again for your reference👇 https://t.co/3uhj0dAgcT ...
PONY AI Inc. Among the First to Receive Permit for Fully Driverless Commercial Robotaxi Services Shanghai's Pudong New Area
Globenewswire· 2025-07-26 06:30
Core Insights - Pony.ai has received a permit for fully driverless commercial Robotaxi services in Shanghai's Pudong New Area, marking a significant milestone in the company's efforts to commercialize autonomous mobility in a major urban market in China [1][2] - The company is now the only one with fully driverless commercial Robotaxi service permits in all four tier-one cities in China: Beijing, Shanghai, Guangzhou, and Shenzhen [2] - The launch of services will begin in the Jinqiao and Huamu areas, which are strategically located near key financial and commercial hubs, providing substantial commercial opportunities [3] Company Overview - Pony.ai is a global leader in the commercialization of autonomous mobility, utilizing its vehicle-agnostic Virtual Driver technology to develop a sustainable business model for mass production and deployment of autonomous vehicles [4] - Founded in 2016, the company has expanded its operations across various regions, including China, Europe, East Asia, and the Middle East, ensuring broad accessibility to its advanced technology [4]
Tesla earnings analysis: Bulls and bears share their takes on the EV giant
Yahoo Finance· 2025-07-26 00:39
Tesla's Strategic Outlook - Wedbush Securities 认为 Tesla 将在自动驾驶技术和机器人领域领先 [1] - Futurum 认为 Tesla 为投资者提供了人工智能 (AI) 繁荣的“前排座位” [1] Financial Performance & Challenges - Tesla 第二季度收益未达预期 [1] - Gerber Kawasaki Wealth & Investment Management 认为 Tesla 的核心业务正在衰退,如果不解决 CEO Elon Musk 的公众形象问题,销售额将不会提高 [1] Leadership & External Factors - 投资者曾希望 Elon Musk 与特朗普总统的密切关系能加速 robotaxis 和自动驾驶等计划的进展 [1] - Barron 解释了为什么这种乐观情绪被过分夸大,并讨论了 Musk 与特朗普的关系仍然存在的风险 [1]
Tesla wants to bring its robotaxis to San Francisco. Here is what's standing in the way.
TechCrunch· 2025-07-25 23:41
Group 1: Tesla's Robotaxi Service Launch - Tesla is launching a limited version of its robotaxi service in San Francisco, following an initial rollout in Austin, Texas [1] - The company plans to invite Tesla owners to test the service, which may violate state regulations despite having a human safety driver present [1][8] Group 2: Regulatory Environment - Two state agencies regulate autonomous vehicles in California: the California Department of Motor Vehicles (DMV) and the California Public Utilities Commission (CPUC) [2] - Tesla holds a permit for testing autonomous vehicles with a human safety operator but lacks permits for driverless testing or deployment [3][7] - Tesla does not have the necessary permits from the CPUC to offer autonomous passenger services, whether paid or unpaid [7][8] Group 3: Current Operations and Challenges - Tesla has been running an invite-only version of its robotaxi service in Austin since June 22, primarily in the downtown area [9][10] - The service started with around 10 vehicles, but details on the number of operational Model Y SUVs and safety operator interventions remain unclear [10] - The company is also facing legal challenges, including a lawsuit related to its Autopilot system and ongoing issues with the DMV regarding its self-driving claims [8][9][11]
Ocean Power Q4 Revenue Up 6 Percent
The Motley Fool· 2025-07-25 22:59
Ocean Power Technologies (OPTT -14.83%), a provider of renewable energy and autonomous maritime systems, reported earnings for fiscal 2025 on July 24, 2025. The company delivered GAAP revenue of $5.9 million, an increase of 6% over the prior year. Gross profit (GAAP) declined sharply to $1.7 million compared to $2.8 million in FY2024. Operating expenses were cut by 28%, leading to a reduced net loss of $21.5 million, down from $27.5 million for FY2024. There were no consensus analyst estimates to compare ag ...
3 Stocks Flying Under the S&P 500 Radar
MarketBeat· 2025-07-25 21:11
The S&P 500 is the benchmark index used by most investors. In fact, the SPDR S&P 500 ETF Trust NYSEARCA: SPY is one of the most widely held index funds for passive investors. Investing in the SPY has been a good strategy in the last few years as mega-cap technology stocks dominated the market. This had the added benefit of giving investors exposure to themes like industrial automation, artificial intelligence (AI), and semiconductors.Get TSM alerts:However, as the market rally broadens into other sectors, f ...