--- title: "AI Monetization Meets Hardware Reality as WeRide and OSS Scale" type: "News" locale: "en" url: "https://longbridge.com/en/news/293818743.md" description: "Artificial intelligence's push into edge computing and autonomous driving takes center stage. While WeRide expands global robotaxi tests and OSS secures defense contracts, smaller AI-adjacent entrants face mounting liquidity pressures." datetime: "2026-07-25T09:17:44.000Z" locales: - [zh-CN](https://longbridge.com/zh-CN/news/293818743.md) - [en](https://longbridge.com/en/news/293818743.md) - [zh-HK](https://longbridge.com/zh-HK/news/293818743.md) --- # AI Monetization Meets Hardware Reality as WeRide and OSS Scale Artificial intelligence is rapidly shifting from foundational models to edge hardware and mobility applications, driving a sharp wedge between tech firms scaling commercial operations and those hitting an unforgiving liquidity wall. Leading the commercialization push in the mobility sector, **WeRide Inc. (WRD.US)** is aggressively expanding its autonomous driving footprint globally. The company initiated road tests for its Bosch-partnered L2++ systems across Europe and Japan, alongside deploying dedicated right-hand drive robotaxis in Hong Kong. On the physical compute side, **ONE STOP SYSTEMS INC (OSS.US)** reported a massive 55% jump in first-quarter revenue to $8.1 million, securing an $8.4 million defense contract and officially joining the Russell 2000 index in June 2026. The industrial infrastructure supporting these auto supply chains remains highly active. **Mingteng International Corp Inc. (MTEN.US)** locked in critical overseas mold orders across Serbia, Vietnam, and Mexico, recently bringing its enterprise resource planning systems online to manage the global expansion. Conversely, the capital-intensive nature of AI development is severely straining smaller micro-cap players. **MINDWALK HOLDINGS CORP (HYFT.US)** showcased its ReefIQ biological layer at AMD's Advancing AI 2026 event and posted a 46% revenue bump, yet the biotech firm issued a dire going-concern warning in July regarding negative operating cash flows. Similar fundamental headwinds are slamming **LICHEN INTERNATIONAL LIMITED (LICN.US)**. While the company attempted to pivot with a GPT-based AI robot for tax consulting, its core financials collapsed—full-year revenue plunged 41% to $24.5 million amidst lingering penny-stock delisting concerns from previous periods. Beyond the tech scramble, traditional consumer and service pillars are holding the line. **HEALTHCARE SERVICES GROUP INC (HCSG.US)** maintains its steady grip on housekeeping and dietary management across US nursing homes. Meanwhile, **TWIN VEE POWERCATS CO (VEEE.US)** targets the recreational sport-boat market, and **E L F BEAUTY INC (ELF.US)** continues to drive high-volume cosmetic sales through robust digital and retail channels. Underpinning the immense power requirements of this broader industrial shift is **TOTALENERGIES SE SPON ADS EA REP 1 ORD SHS (TTE.US)**, as the French heavyweight balances its legacy gas operations with a renewable transition. For market participants navigating the inherent volatility of these sector pivots, proxy instruments like **MQQQ.US** remain standard tools for tech-heavy exposure. ### Related Stocks - [HCSG.US](https://longbridge.com/en/quote/HCSG.US.md) - [MTEN.US](https://longbridge.com/en/quote/MTEN.US.md) - [HYFT.US](https://longbridge.com/en/quote/HYFT.US.md) - [WRD.US](https://longbridge.com/en/quote/WRD.US.md) - [OSS.US](https://longbridge.com/en/quote/OSS.US.md) - [VEEE.US](https://longbridge.com/en/quote/VEEE.US.md) - [ELF.US](https://longbridge.com/en/quote/ELF.US.md) - [LICN.US](https://longbridge.com/en/quote/LICN.US.md) - [TTE.US](https://longbridge.com/en/quote/TTE.US.md) ## Related News & Research - [J.P. Morgan Sticks to Their Buy Rating for TotalEnergies SE (TTE)](https://longbridge.com/en/news/294543843.md) - [TotalEnergies SE: Disclosure of Transactions in Own Shares | TTE Stock News](https://longbridge.com/en/news/294017038.md) - [HRT Financial LP disposes of 49,505 Twin Vee PowerCats shares for $896,631.6](https://longbridge.com/en/news/294266458.md) - [TotalEnergies SE Appeals the 25 June 2026 Judgment in the Duty of Vigilance Climate Case | TTE Stock News](https://longbridge.com/en/news/293891361.md) - [Twin Vee PowerCats 10% Owner Sold Shares Worth Over $897K](https://longbridge.com/en/news/294266596.md)