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first_img Multicoin announced an investment in the bandwidth sharing network Grass

On September 29, Shayon Sengupta, a partner at the cryptocurrency investment firm Multicoin Capital, stated that Multicoin has invested in the decentralized bandwidth network Grass through its hedge fund and venture capital fund, referring to it as the reading layer of machine intelligence. Over the past 18 months, Grass has recruited contributors to share idle bandwidth through crypto incentives for querying and parsing the public internet, connecting data to the data pipeline of frontier labs.The article cites a report from Grass itself, stating that over 6 million contributors have received rewards denominated in USD, funded by the revenue generated directly from their contributions. Grass reported revenues of $17 million in 2025, with another $17 million recorded in the first half of 2026, with nearly all AI clients making repeat purchases. Grass claims the business is profitable and projects that revenue from training data alone will reach $75 million in 2026, with relevant figures coming from its call on July 7 to token holders and network participants.Sengupta wrote that Grass plans to launch a Contents API, allowing models to open and render public pages through residential networks, and plans to introduce a Search API along with web indexing. Grass has collected over 1 billion public internet videos, some of which are used with Multicoin portfolio company Inference.net for training video annotation models.

first_img Unstoppable Domains abandons ICANN application, refunds Web3 domain names

Matthew Gould, the founder of Unstoppable Domains, stated that the company did not submit an application for its Web3 top-level domains in ICANN's 2026 expansion round and will refund customers who purchased related domains. Gould mentioned that the compliance, application, and bidding costs of incorporating Web3 domains into the ICANN system exceeded the company's expected recoverable sales. This move ends the company's commitment since 2019 that domains like .crypto and .wallet would eventually be resolvable in standard browsers.The application window for this round of ICANN opened on April 30 and closed on August 12, receiving over 1,600 major applications. Gould stated that customers have been notified via email, but the list of affected extensions and refund terms have not been disclosed. Some holders questioned the scope of the refunds, claiming they held the domains based on Unstoppable's commitment to advance the ICANN application. Gould responded that Web3 domains will still serve as on-chain assets for cryptocurrency transactions.Unstoppable continues to participate in ICANN activities as a service provider and previously announced a partnership with Telegram to apply for the .gram domain. Meanwhile, ENS has chosen a different path, with token holders approving the restructuring of the ENS Foundation to pursue the .ens top-level domain in ICANN, but ENS will not apply for .eth, as it is reserved for ISO 3166-1 country codes.

Marvell launches AI "memory decoupling" architecture to address the bandwidth bottleneck of Agentic AI inference

According to official news, Marvell Technology announced the launch of a new generation of memory solution portfolio for AI infrastructure, covering server-level AI storage, rack-level CXL memory expansion and pooling, as well as multi-rack optical interconnect shared memory, aimed at addressing the growing memory capacity and bandwidth bottlenecks in Agentic AI inference processes.Marvell stated that as AI model sizes increase, context windows extend, and KV Cache demand grows, traditional tightly coupled architectures of computing and memory are limiting AI inference efficiency. Through memory disaggregation, memory resources can be made more independent of computing resource expansion, improving GPU utilization and reducing data movement latency. The products released include:Bravera SC6 PCIe 6.0 SSD controller: Designed for AI inference storage scenarios, it helps cloud service providers migrate more KV Cache to high-performance SSDs, enhancing infrastructure efficiency. This product features an architecture compatible with multi-vendor NAND and is expected to begin sampling in the fourth quarter of 2026.Marvell Structera X memory expansion solution: Based on CXL technology, it supports rack-level memory expansion and resource pooling, helping data centers share and allocate memory resources more flexibly, reducing AI infrastructure costs.Marvell Photonic Fabric optical interconnect memory solution: Constructs a shared memory architecture across multiple racks using optical interconnect technology, supporting up to 32TB warm KV Cache offloading and helping AI inference clusters enhance throughput capacity.Marvell stated that the Photonic Fabric solution can achieve a 2 to 3 times increase in Token throughput under existing data center space and power consumption constraints, supporting larger scale models and longer context AI applications.Marvell executive Will Chu stated that AI infrastructure is transitioning from a single server architecture to a system where computing, memory, and connectivity operate in synergy, and in the future, memory needs to expand more independently to enhance resource utilization and Token efficiency.As the demand for AI Agents and large model inference continues to grow, memory capacity, bandwidth, and data transfer efficiency are becoming new focal points of competition in AI infrastructure, following computing power.
2026-08-04

Behind the collapse of the "AI Stock God" Leopold Fund: abandoning the sale of Anthropic equity and turning to discounted sales of public stocks

According to Wall St Engine, "AI stock god" Leopold Aschenbrenner's Situational Awareness fund faced liquidity pressure during the market crash in July, with behind-the-scenes details revealed.The report states that after the market rapidly cooled in mid-July, the decline in stocks held by Situational Awareness triggered margin monitoring by banks such as Goldman Sachs and Morgan Stanley, leading to margin calls.Insiders said that other hedge funds began shorting related stocks after learning about its positions, creating a cycle of "price drop → margin call → forced selling → further price decline."In late July, while Leopold was hosting a wedding in Carmel, he continued negotiations with his team to maintain fund operations. On the evening of July 29, he reached a preliminary agreement with a consortium led by Greenoaks and Sequoia Capital to sell approximately $3.5 billion in Anthropic equity.However, in the early hours of July 30, before the U.S. stock market opened, Leopold changed his decision, opting to retain the private equity portfolio and instead sell publicly traded stocks. Subsequently, Citadel and Millennium entered negotiations with the fund team, and Citadel ultimately acquired most of the fund's public stock investment portfolio at a discount of more than 10% below market value before Thursday's opening.This transaction helped Situational Awareness meet margin requirements and avoid formal default. After the deal was completed, related AI and semiconductor stocks rebounded on Thursday, benefiting Citadel.As of around July 31, Situational Awareness disclosed to investors that the fund had a net loss of about 67% in July, but was still up about 80% for the year. Leopold stated that he "takes full responsibility" for the incident, and the fund has removed bank leverage, planning to continue operations and invest in the public market while adjusting its portfolio management and risk control systems.
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