Vision Language Model
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New DeepSeek just did something crazy...
Matthew Berman· 2025-10-22 17:15
Deepseek just did it again. They just dropped a new paper and model DeepSseek OCR. OCR is basically image recognition.But why is that a big deal. Image recognition has been around forever, right. Well, they discovered something completely novel that has the potential to make language models, textbased models so much more powerful.Let me show you. This is the new paper from Deep Seek. Now, like I said, image recognition has been around for a long time.It's nothing special. We've seen it. It's been done a mil ...
Bridging the Sim-to-Real Gap for Accelerated Robot Training
NVIDIA· 2025-08-12 02:07
Robotics has captured our imagination. Building a truly intelligent robot requires a large amount of training data. But capturing realworld training data or manually creating enough synthetic data is expensive and timeconuming.By combining computer graphics with AI, we can help robots learn faster and better understand the real world. NVIDIA Cosmos is a world foundation model platform built for developers to generate the required training data at an industrial scale. Cosmos Predict generates realistic train ...
WeRide Inc.(WRD) - 2024 Q4 - Earnings Call Transcript
2025-03-14 11:00
Financial Data and Key Metrics Changes - Total revenue for Q4 2024 decreased by 3% to RMB 141 million, primarily due to a decline in service revenue, partially offset by growth in product revenue [23] - For the full year 2024, total revenue was RMB 361 million, with product revenue increasing by 62% to RMB 88 million, while service revenue decreased by 21% to RMB 273 million [24] - Operating expenses rose by 82% to RMB 640 million in Q4 and increased by 32% to RMB 2.3 billion for the full year 2024, mainly due to higher personnel-related expenses and share-based compensation [24][25] - Net loss increased by 66% to RMB 592 million in Q4 and by 29% to RMB 2.5 billion for the full year 2024 [28] Business Line Data and Key Metrics Changes - Product revenue saw substantial growth, increasing by 46% to RMB 52 million for Q4, driven by sales of RoboTaxi, RoboSweeper, and RoboVAN [23] - Service revenue decreased to RMB 89 million in Q4, mainly due to the completion of customized R&D services for certain clients [24] - The RoboTaxi fleet size is currently around 400, with over 1,000 autonomous vehicles across all product lines [101] Market Data and Key Metrics Changes - The company has expanded its footprint to over 20 cities in China and has declared L4 vehicles across more than 30 cities in 10 countries [13] - The company launched its first strategic robotaxi pilot project in Switzerland and has begun commercial operations in Abu Dhabi [10][12] Company Strategy and Development Direction - The company focuses on international expansion and establishing a robust ecosystem through strategic partnerships, including collaborations with Uber and Bosch [12][92] - The strategy includes diversifying revenue streams through product innovation and upgrades, with a commitment to scaling the RoboTaxi fleet [20][21] - The company aims to maintain an asset-light business model while expanding its global presence [38][64] Management's Comments on Operating Environment and Future Outlook - Management expressed optimism about long-term potential despite current economic headwinds, emphasizing the importance of internationalization and technology innovation [14][20] - The company believes that overcoming challenges in scaling operations will create opportunities for growth and resilience [50][52] - Management highlighted the importance of safety and regulatory acceptance in the autonomous driving industry [11][41] Other Important Information - The company has achieved record-breaking robotaxi revenue and the highest international revenue since its funding [29] - The company holds autonomous driving permits from four countries and has a track record of zero regulatory incidents caused by autonomous driving system failures [41] Q&A Session Summary Question: What is WeRite's current robotaxi business model? - The company provides autonomous vehicles and services to local partners through a combination of vehicle sales, fixed service fees, and revenue sharing arrangements, ensuring positive contribution margins from day one [34] Question: What is WeRite's current market position in the robotaxi industry? - The company maintains a leading position in technology and commercialization, with a large fleet and strong safety records [40] Question: What major challenges does WeRite foresee in scaling global taxi operations? - Challenges include city-level regulatory approvals and operational scalability, but these challenges also present opportunities for establishing trust with local governments [50] Question: How does WeRite view the future competitive landscape? - The company believes that the high entry barriers in the global taxi market limit new competition, and it is well-positioned to maintain its leadership through advanced technology [52] Question: What is the current cost and path to profitability for the robotaxi business? - The company operates a hybrid fleet model, with competitive BOM costs and expectations for quick profitability in target markets [60] Question: Why is WeRite expanding in multiple countries instead of focusing solely on the domestic market? - The company sees strong demand in international markets and believes that a multi-market approach diversifies revenue streams and improves resilience against market fluctuations [64] Question: What are the next milestones regarding technology and product development? - The company plans to deploy hundreds of vehicles with advanced technology and continue integrating end-to-end models into its L4 systems [71][75] Question: How does WeRite's ADAS initiative interact with its L4 technology? - The ADAS system is designed to integrate seamlessly with the L4 system, leveraging shared data pipelines and toolchains for efficient development [80]