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Enterprise AI shifts from "buying more GPUs" to "optimal configurations that reduce inference costs"... AMD and Red Hat's solutions are gaining attention
Enterprises are entering a new phase of AI, requiring the selection of appropriate computing resources based on tasks through open architectures in hybrid clouds to optimize costs. The increase in proxy AI and rising inference costs challenge the strategy of relying on a single high-performance GPU. AMD and Red Hat propose a full-spectrum solution that combines CPUs, low-power GPUs, and high-performance accelerators, enabling flexible deployment of AI tasks on existing infrastructure to reduce Token economics cost pressures. Taking MI350P, EPYC, and Red Hat AI as examples, server integration and energy savings are achieved through an open ecosystem, allowing budgets to be allocated to new AI projects. Future evaluations will place greater emphasis on balancing deployment efficiency and total cost of ownership.
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Techub News Report, according to Bloomberg, the U.S. House Ways and Means Committee plans to hold a closed-door meeting on Thursday morning to discuss cryptocurrency tax legislation. This meeting is a bipartisan session, indicating that the relevant bill may be gaining cross-party attention.
The roundtable coincides with the Senate Banking Committee's markup of a landmark digital asset bill on Thursday.
Sources familiar with the matter say the meeting is limited to members only, signaling a potential new opportunity for progress in the previously slow-moving crypto tax legislation.
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OpenAI, establishes a joint venture with a scale of 5.9 trillion won... Strengthening corporate AI market offensive
OpenAI's establishment of a $4 billion joint venture to fully accelerate its entry into the enterprise AI market. As the competition in generative artificial intelligence technology has surpassed model performance, shifting towards how deeply it can penetrate actual enterprise sites, OpenAI is also expanding its market dominance through a dedicated independent organization responsible for deployment and support.
On the 11th (local time), OpenAI announced that it had partnered with private equity firm TPG, consulting companies, system integrators, and others to establish a joint venture called "OpenAI Deployment Company." The investment scale is $4 billion, approximately 59 trillion Korean won. The new corporate structure grants OpenAI majority ownership and operational control, with the remaining shares held by participating companies. This indicates that, compared to purely financial investment, OpenAI is more inclined to maintain dominance while expanding its reach to corporate clients.
The core role of this joint venture is to, based on
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Techub News reports that, according to Bloomberg, the Australian Taxation Office announced on Monday that it plans to complete a draft tax ruling in August regarding the capital gains tax assessment of "wrap" contracts for cryptocurrencies, clarifying the tax treatment of such asset exchanges. "Wrap" contracts are used to convert cryptocurrency assets into equivalent assets to be compatible with specific protocols. The guidance will explore the tax treatment when assets are sent to a contract and deemed to be abandoned, aiming to provide clear tax guidance for investors in such trading scenari
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Techub News reports that, according to Cointelegraph, U.S. authorities this week discovered an additional 10 million U.S. dollars in assets linked to Sam Bankman-Fried (SBF), while the former Celsius CEO said he will represent himself at the upcoming trial. Washington state regulators also approved an operating ban on cryptocurrency ATMs. SBF has been convicted for the FTX exchange fraud case and is serving a prison sentence; this asset discovery is part of the authorities’ ongoing efforts to track his hidden funds. The former Celsius CEO faces multiple fraud charges, and his decision to defen
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Techub News reports that, according to Decrypt, Keel Infrastructure (formerly Bitfarms) released its Q1 2026 financial report showing a net loss of $145 million, with revenue down 23% year-over-year to $37 million. The company has completed its strategic shift from a Bitcoin miner to a U.S. AI/high-performance computing infrastructure developer. As of May 8, the company has approximately $533 million in liquidity, including $336 million in cash and $197 million in Bitcoin reserves. Currently, the company is advancing three data center projects in Pennsylvania and Washington, with a total devel
BTC0.89%
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Osmosis restarts and Cosmos Hub merger negotiations, tokens surge 185% in 24 hours
Osmosis community re-discusses the proposal to merge with Cosmos Hub, proposing to exchange 1.998 OSMO for 0.0355 ATOM, with funds coming from DEX revenue; the news caused OSMO to rise 185% within 24 hours. The original proposal was made in March 2026, aiming to integrate Osmosis's liquidity, governance, and security into Cosmos Hub, but it failed by a narrow margin in April governance. The revised version cancels the new ATOM minting and instead funds the exchange from Osmosis trading revenue, alleviating dilution for ATOM holders; if approved, it will set a precedent for the integration of other independent chains within the Cosmos ecosystem.
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OSMO68.24%
ATOM-0.34%
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Techub News reports that, according to Cointelegraph, the total value locked (TVL) on Ondo Finance's Global Markets platform, a RWA protocol, has surpassed $1 billion, currently accounting for over 70% of the tokenized stock market share. Ondo Finance is a DeFi protocol focused on tokenizing real-world assets (RWA), aiming to bring traditional financial assets onto the blockchain. The platform mainly offers yield-generating products such as tokenized U.S. Treasuries. This TVL growth reflects an increasing demand for institutional-grade cryptocurrency asset products.
ONDO4.1%
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Techub News reports that, according to Delphi Digital, the Solana ecosystem technology solution Alpenglow has completed its first Alpenswitch upgrade. This upgrade can compress the finality time of the Solana network, providing a more tightly ordered transaction mechanism for on-chain markets. Alpenglow is a community-driven technology cluster aimed at optimizing Solana network performance through the Alpenswitch mechanism. According to Delphi Digital's annual outlook report, this upgrade is expected to improve the efficiency of on-chain market infrastructure within the Solana ecosystem.
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Hansom, Q1 operating profit improves but sales and net profit decline simultaneously
Hanssem (한샘) posted a profit before tax in the first quarter of this year, but sales and net profit both declined, showing a situation where profitability improved while business activity slowed down.
According to the announcement released by Hanssem on the 11th, based on consolidated financial statements, the operating profit for the first quarter of 2026 was 10.1 billion Korean won, a 56.4% increase compared to the same period last year. Conversely, sales were 399.4 billion Korean won, a 9.9% decrease year-on-year; net profit was 2.6 billion Korean won, a 72.6% decrease year-on-year.
This performance is interpreted as primarily reflecting improved cost efficiency rather than scale growth. The increase in operating profit suggests that sales management expenses or cost structure may have improved compared to before, but the decline in sales also indicates that demand recovery in the furniture and home renovation market is still insufficient. Especially considering that this industry is sensitive to changes in housing transactions, moving demand, and consumer sentiment, the decrease in sales should be viewed cautiously in the context of overall market cautious spending.
Net profit decline
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Techub News reports that a16z states the U.S. must build autonomous systems with the required quality and quantity to win; despite having a talent advantage, it is losing the production race. The organization points out that the gamble is whether the U.S. can achieve an overwhelming advantage in autonomous systems in the next conflict. This reflects Silicon Valley's high sense of urgency regarding the competition between China and the U.S. in artificial intelligence and autonomous systems.
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Techub News reports that, according to SoSoValue data, the U.S. Ethereum spot ETF had a net inflow of $3.57 million on May 8th, Eastern Time. Among them, BlackRock's ETHB had a net inflow of $3.57 million. Grayscale ETHE, Bitwise ETHW, BlackRock ETHA, VanEck ETHV, 21Shares TETH, Invesco QETH, Fidelity FETH, Franklin EZET, and Grayscale ETH had no net fund inflows or outflows.
ETH-0.72%
ETHW-1.73%
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The U.S. Senate will vote on the CLARITY Act on the 14th... Democratic voting intentions will be key
The U.S. Senate Banking Committee will review amendments to the "CLARITY Act" at 10:30 on May 14th, with the final text published on the 12th and amendments submitted before the 13th.
Disputes over stablecoin yields, banking industry lobbying, and Democratic Party attitudes have become key variables, and the committee's voting outcome is seen as a watershed for the bill's direction.
If the two parties fail to reach a consensus, the probability of the full Senate passing it will decrease, and the market may experience short-term volatility.
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BTC0.89%
ETH-0.72%
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Blackstone and Halliburton invest $1 billion in VoltaGrid, valuation exceeds $10 billion
Blackstone and Halliburton invest $1 billion in VoltaGrid, with a post-investment valuation exceeding $10 billion, to expand off-grid data center power supply and acquire Propell Energy Technology. The deal includes $775 million in primary capital and $225 million in secondary equity. VoltaGrid offers modular on-site power generation to meet the increased electricity demand of AI data centers. It is expected that U.S. data center electricity consumption will double before 2030. The transaction is planned to be completed by mid-2026.
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