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Tracks company news, strategic changes, funding activities, and personnel adjustments across the blockchain and crypto industries, delivering a full-spectrum industry overview for our users.

Just now, DeepSeek V4 updates with DSpark, improving inference speed by 80%

DeepSeek has updated its DeepSeek V4 model with the DSpark speculative decoding framework, achieving a significant 60-85% speedup in generation for Flash models and 57-78% for Pro models while maintaining the same overall throughput. This engineering-focused update, rather than a core architectural change, introduces DSpark to address latency and throughput bottlenecks in high-concurrency production environments. DSpark combines high-throughput parallel generation with adaptive load-aware verification. Its key innovations include a semi-autoregressive generation architecture to model dependencies within token blocks and a hardware-aware confidence-scheduled verification system. This system uses a confidence head to predict token acceptance probabilities, allowing it to dynamically optimize verification length per request and allocate compute only to tokens with the highest expected payoff. The asynchronous scheduler is designed for real-world deployment, ensuring zero-overhead scheduling and continuous CUDA graph replay while preserving the target model's output distribution. In tests across mathematical reasoning, code generation, and daily dialogue, DSpark outperformed state-of-the-art models like Eagle3 and DFlash, increasing average acceptance length by 26.7%-30.9% and 16.3%-18.4% respectively on Qwen3 target models. DeepSeek also open-sourced DeepSpec, a full-stack codebase for training and evaluating speculative decoding draft models, providing a standardized toolkit that includes data preparation tools, model implementations, training code, and evaluation scripts.

marsbit06/27 08:52

Just now, DeepSeek V4 updates with DSpark, improving inference speed by 80%

marsbit06/27 08:52

A 380% Soar, Shenzhen’s 100-Billion-Yuan IPO Rings the Bell

HKC Holdings, a major Chinese display panel manufacturer, has successfully listed on the Shenzhen Stock Exchange's main board. The company's shares surged over 380% on its debut, pushing its market capitalization to around 350 billion yuan (formerly reaching 500 billion yuan). Founded by Wang Zhiyong in Shenzhen's Huaqiangbei electronics market nearly three decades ago, HKC evolved from assembling monitors to becoming a global top-tier supplier of semiconductor display panels for TVs, monitors, and smartphones. The IPO marks a significant milestone for HKC and its backers. The company's growth into the capital-intensive panel manufacturing sector was supported through partnerships with state-owned capital from regions like Chongqing, Mianyang, and Chuzhou. Its shareholder list also includes BOE Technology's investment arm. In recent years, HKC reported strong financials, with core panel business contributing over 70% of revenue and clients including Samsung, TCL, and Xiaomi. This listing is seen as part of a broader trend in Shenzhen's evolving tech landscape. Beyond established giants, the city is nurturing clusters of leading companies in specialized sectors like robotics—exemplified by the "Shenzhen Robot Valley"—and storage chips, where a group of firms dubbed the "Storage Five Tigers" has achieved a combined trillion-yuan market valuation. Shenzhen's strategic focus on emerging industries such as AI terminals, low-altitude economy, and humanoid robotics aims to build new industrial depth and foster the next generation of tech champions.

marsbit06/26 04:38

A 380% Soar, Shenzhen’s 100-Billion-Yuan IPO Rings the Bell

marsbit06/26 04:38

EF's Epic Reorganization: 20% Layoffs, Budget Halved, Is Ethereum Gearing Up for a Leaner Future?

The Ethereum Foundation (EF) has announced a major organizational restructuring, involving a 20% staff reduction (approx. 54 employees) and a division into functional clusters like Protocol, Access, User, Community, and Institutional layers. Co-founder Vitalik Buterin further revealed plans to cut the EF's budget by around 40% over the coming years, aiming to reduce its annual spending rate from about 15% to roughly 5% by 2030, transitioning to an endowment-driven model. This overhaul is seen as a long-overdue correction to the EF's ambiguous role. As Ethereum grew, the foundation faced persistent criticism over ETH sales, perceived lack of execution, and unclear strategy, often becoming a focal point for community frustration amid ETH's price stagnation. The reform aims to redefine the EF's boundaries, narrowing its focus to core protocol research, public goods funding, and ecosystem coordination, while offloading more applied development work to the broader market. Concurrently, ecosystem forces like the newly formed Ethlabs (founded by ex-EF researchers) and other independent groups are stepping in to fill the space, signaling a shift from a centralized model to a more distributed, collaborative ecosystem structure. The move was notably praised by Solana co-founder toly, who viewed a "leaner" EF as potentially more decisive and agile.

Odaily星球日报06/24 08:25

EF's Epic Reorganization: 20% Layoffs, Budget Halved, Is Ethereum Gearing Up for a Leaner Future?

Odaily星球日报06/24 08:25

After Laying Off 20% of Staff, What Are the Key Points of EF's New Structure?

Following the completion of a months-long organizational restructuring, the Ethereum Foundation (EF) announced a 20% workforce reduction (approximately 54 employees) on June 23rd. It reorganized its teams into five new core clusters: Protocol, Access, User, Community, and Institutional (plus Operations/Management support units). Officially, this move implements the EF's 2026 Mandate and 2025 Treasury Management Policy, aiming to create a more focused and "self-sovereign" organization. The restructuring prioritizes the CROPS principles—Censorship Resistance, Openness & Freedom, Privacy, and Security—as foundational organizational tenets. The Protocol cluster will focus on core protocol R&D, including MEV reduction and zkEVM. The Access cluster emphasizes preserving user "zero option" for non-custodial, permissionless interaction. The User, Community, and Institutional clusters will manage external engagement, with the latter handling institutional and regulatory matters. While offering enhanced severance and transition support for affected employees, the EF did not disclose budget allocations or specific KPIs for the new clusters. This has led to market uncertainty about the impact on project funding and development priorities. Analysts note the announcement's positive tone of mission focus contrasts with a backdrop of recent EF leadership changes and broader ecosystem pressures. The true impact—whether this signifies strategic realignment or reactive contraction—will become clearer as the new structure's resource allocation and project prioritization are revealed in the coming months.

marsbit06/24 05:32

After Laying Off 20% of Staff, What Are the Key Points of EF's New Structure?

marsbit06/24 05:32

Top-Tier MEV Bot Loses $7.5 Million: Is 'Approval' the Most Overlooked Fatal Risk On-Chain?

The article discusses a sophisticated attack on a prominent Ethereum MEV (Miner Extractable Value) bot, Jaredfromsubway.eth, resulting in a loss exceeding $7.5 million. Unlike typical exploits involving key leaks or smart contract bugs, this attack was a carefully orchestrated "reverse hunt." The attacker spent weeks deploying fake tokens and liquidity pools that mimicked legitimate assets like WETH and USDC. These pools were designed to appear as profitable arbitrage opportunities, tricking the automated bot's trading logic. During its normal operation, the bot was induced to grant ERC-20 token approvals to the malicious contracts. Once sufficient permissions were accumulated, the attacker drained the bot's funds by calling these pre-approved allowances. This incident highlights the often-underestimated risks associated with token approvals in Web3. The article explains that approvals are a fundamental mechanism, allowing smart contracts (like DEXs) to move a user's tokens on their behalf. However, risks arise from practices like granting infinite approvals, the persistence of approvals even after disconnecting from a dApp, and the potential for a once-trusted contract to become compromised later. The piece concludes with advice for managing approval risks: users should adopt the principle of least privilege (approving only the needed amount), use separate wallets for storage versus interactions, and regularly audit and revoke unnecessary approvals using tools like Revoke.cash. It also emphasizes the role of wallets like imToken in providing proactive defenses, such as risk warnings and clear, readable transaction signing interfaces, to help users make informed decisions. Ultimately, wallet security must extend beyond private key protection to include active management of token approvals.

marsbit06/24 05:28

Top-Tier MEV Bot Loses $7.5 Million: Is 'Approval' the Most Overlooked Fatal Risk On-Chain?

marsbit06/24 05:28

Ethereum Foundation Cuts 20% of Staff, 54 Depart: The Survival Logic Behind the Restructuring

The Ethereum Foundation (EF) has announced a major restructuring, resulting in the departure of 54 staff members, representing approximately 20% of its workforce. This reorganization is not merely a cost-cutting measure but a strategic refocusing. The EF will now concentrate its resources on what it deems critical and unique tasks, structured around five new operational clusters. The new structure comprises clusters dedicated to: the Protocol Layer (ensuring Ethereum's core properties like censorship resistance and security); the Access Layer (enabling trusted, non-intermediated user interactions); the User Layer (grounding decisions in real user needs and constraints); the Community Layer (representing EF's stance and building alliances); and the Institutional Layer (engaging with enterprises, governments, and academia to promote principled adoption). The foundation stated that the layoffs were a difficult but necessary step to align its organization and spending with its long-term mandate, insulating its core work from short-term market fluctuations. Affected employees were offered a severance package and transition support. The restructured EF emerges as a leaner and more focused organization, poised to prioritize the development and preservation of Ethereum's foundational promise of self-sovereignty. Further details on the new operational model are expected in the coming weeks.

marsbit06/24 03:30

Ethereum Foundation Cuts 20% of Staff, 54 Depart: The Survival Logic Behind the Restructuring

marsbit06/24 03:30

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