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According to Beating report, GitHub officially launched the multi-model scheduling system Copilot Fusion at the Universe 2026 conference. Simple tasks will be handled by the appropriate model; complex tasks can first be attempted by a lower-cost model, and if the results are insufficient, it can switch to a stronger model or allow different models to check each other.Independent evaluation agency Artificial Analysis's tests show that Fusion Max's overall programming score is 60, close to Claude Code paired with Opus 5.5 Max's score of 62. Fusion Max's average API cost per question is $5.59, taking about 36 minutes; Claude Code paired with Opus 5.5 Max costs $11.42, taking about 60 minutes, reducing costs by about 51% and shortening time by about 40%.In the evaluation, Fusion's cache hit rate was 97%, while Claude Code's was 95%. The original text also noted that frequent model switching may cause cache loss, and the above results only represent specific benchmark tests, not implying that all tasks in actual use can save half the cost.

Doubao Work announced the opening of third-party large model services to enterprise clients, with the first batch including models such as Kimi K3.1 Pro from Moon's Dark Side, Zhipu GLM-5.3, and DeepSeek V4.1 Flash. Enterprise users can directly switch models in the Doubao Work dialogue interface, no longer limited to Doubao's own models.Previously, Doubao Work supported users to access third-party models independently, and custom access required users to settle fees separately with the model vendors. The tool invocation and product costs of Doubao Work are still consumed separately. This time, third-party models are directly included in the product's model selection menu, lowering the switching and usage threshold.

According to the "2026 Crypto Geography Report" released by blockchain analysis firm Chainalysis, Sub-Saharan Africa, although the smallest crypto market in the world, became the fastest-growing region globally with an annualized growth rate of 13.4% from July 2025 to June 2026, reaching a total scale of 101 billion dollars. South Africa and Nigeria together account for over three-quarters of the trading share in the region.Among them, South Africa's crypto economy surged 52% year-on-year to 39.3 billion dollars, with strong growth in commercial payment scenarios and cross-border stablecoin flows, becoming a regional crypto hub connecting neighboring countries. Nigeria's crypto scale reached 38.1 billion dollars, ranking third in global grassroots adoption rates, with local trading platforms absorbing half of the inflow funds from the country's centralized exchanges amid changes in the regulatory environment, and Bitcoin accounting for as much as 92% of small P2P transfers.

On October 29, Sony Group announced the launch of the global Sony Onchain Entertainment Incubation Program, aimed at global creators and startups, supporting the development of entertainment-related products and services based on Sony's blockchain Soneium, and exploring new forms of interaction, community building, and value creation between creators and fans.Selected projects will receive support from Soneium's technological infrastructure, opportunities for collaboration with Sony Group companies, as well as support for business expansion, marketing, community operations, and financing. Sony stated that since 2024, the company has selected and supported 43 projects from around the world through the previous two rounds of incubation programs, and the new plan will further focus on on-chain entertainment, promoting projects from technical validation to commercial application.The application period is from October to December 2026, with project selection expected to continue until March 2027. Applicants must have launched or plan to launch on Soneium, and evaluation criteria include the originality of the entertainment experience, intellectual property applications, community building, business expansion capabilities, and market competition conditions, among others.

EIP-8450 proposal update, intended to introduce a quantum-resistant public key registration mechanism for Ethereum validators, using a hash-based cryptographic scheme, including leanXMSS keys and VRF tree roots.The update clarifies that the registration and replacement of quantum-resistant keys are authorized by BLS signature keys, and sets a replacement delay of at least one Epoch and a replay protection mechanism; this proposal is currently still in the Draft stage and has not yet been deployed.

According to TechCrunch, a hacker claiming to be from the "Department of Peace" has reportedly obtained a large amount of employee data from the Okta single sign-on system used by the Department of Homeland Security (DHS), which was publicly released on Wednesday by the data transparency organization Distributed Denial of Secrets (DDoSecrets) as the "Icepick" dataset. The leaked records exceed 40,000, accounting for about one-fifth of DHS's approximately 220,000 employees, involving names, positions, work emails, phone numbers, and office locations, along with information related to internal system permissions. Among these, approximately 21,000 records belong to Customs and Border Protection (CBP) personnel, while about 10,000 records involve the Immigration and Customs Enforcement (ICE) and its Homeland Security Investigations (HSI), with nearly 1,000 related to the Cybersecurity and Infrastructure Security Agency (CISA).TechCrunch stated that it has verified the authenticity of some of the data, with timestamps indicating that the data was exported around mid-August. The hacker also provided the data to journalist and hacker maia arson crimew, who then forwarded it to DDoSecrets. Okta responded that its systems and data were not breached; a spokesperson for the Department of Homeland Security has not yet responded to requests for comment. The report indicates that this is the third incident of data leakage from the U.S. government that has drawn attention in the past month, following the theft of Federal Bureau of Investigation personnel files and Pentagon personnel data.

According to informed sources, in response to market skepticism, Josh Payne, founder and CEO of Nscale, an AI data center developer transformed from a Bitcoin mining company, stated that the company will continue to advance its IPO as planned, with a target valuation of $30 billion. In a recent internal memo to employees, he mentioned that Nscale has an "insatiable" market demand and a "robust capital structure," and stated that "data speaks louder than words."Reports indicate that the AI infrastructure industry is under pressure as Nscale approaches its IPO. The company claims to have signed contracts worth $103 billion, but as of August 2026, it has only delivered 55 megawatts of computing power, while potential contract demand corresponds to a capacity of 10 gigawatts. Its data center projects are also facing delays, safety violations, and operational challenges, with Microsoft recently withdrawing from one of its data center projects in the UK.

The criminal case involving Aiden Pleterski, who claims to be the "King of Crypto" in Canada, related to a Ponzi scheme involving digital assets, will be submitted to the jury for deliberation after closing arguments this week. Presiding Judge Shaun Nakatsuru has given the jury final instructions, and the jury is set to begin deliberations on Thursday. Pleterski is accused of defrauding approximately $30 million from fans on social media between 2021 and 2022, and was charged with fraud in 2024, subsequently awaiting trial for over two years.In his closing arguments, Pleterski declared his innocence. He stated, "I am not guilty of these charges, which is why I am not pleading guilty. This would have been proven if I had not been forced to represent myself. That's all I have to say." Due to his choice to represent himself, he is acting on his own behalf in court. If convicted of fraud, he faces a maximum sentence of 14 years in prison.In another criminal case, five men are charged with kidnapping and torturing Pleterski in 2022, some of whom are reportedly victims of his scheme. Defendant Deren Akyeam-Pong has pleaded guilty to nine charges and is awaiting sentencing. Pleterski is one of several figures in the crypto industry facing fraud charges; former FTX CEO Sam Bankman-Fried was convicted in 2023 and is serving a 25-year sentence in the United States.

Federal Reserve Chairman Waller stated that the balance sheet working group recommends submitting to the Federal Open Market Committee in early next year's first quarter.

Federal Reserve Chairman Waller stated that business investment may grow at a double-digit rate.

Circle submitted comments to the U.S. Securities and Exchange Commission regarding its proposed regulatory framework for cryptocurrency assets. Circle supports the proposal's goal of fostering innovation under clear rules while maintaining the advantages of U.S. capital markets, including transparency, investor protection, market integrity, liquidity, and efficiency.Circle also suggested that the cryptocurrency asset regulatory framework should align with the GENIUS Act. Given that payment stablecoins are increasingly becoming important considerations and settlement assets for on-chain capital formation, Circle requests that the U.S. Securities and Exchange Commission (SEC) clarify how payment stablecoins that comply with the provisions of the GENIUS Act can be used for these purposes.The letter further requests that the Commission clarify that eligible payment stablecoins constitute "cash" under proposed Rule 302(b), should receive appropriate U.S. dollar valuation treatment, and comply with the corresponding accounting and customer reserve treatment conditions.Circle also recommends that, provided objective safeguards are in place, the current 2% broker discount for payment stablecoins that comply with GENIUS be reduced to zero. Finally, Circle requests that the SEC clarify that technical services provided after the network goes live (including maintaining a known set of validating nodes) do not constitute necessary management work. Establishing safe harbor rules for the technical roadmap would allow issuers to continue maintaining and improving the operational network without inadvertently restarting the related analysis.

At the Decoding China 2026 event, Huawei announced the introduction of the time compression concept of the "Tao (τ) Law" into base station product design for the first time, summarizing the challenges faced by traditional basebands within a single TTI as "endless calculations and incomplete transmissions."At the same time, Huawei released the OSCAR intelligent channel processing solution and the new generation UBBPi baseband series, providing a collaborative solution direction for the constraints of computation and transmission within a single TTI.

According to market news, Mirae Asset Securities (HK), a subsidiary of Mirae Asset Securities in South Korea, announced that it has completed a tokenized financing note issuance on the Solana blockchain, targeting qualified institutional investors.The note is denominated in US dollars, has a six-month term, and is a floating-rate note, included in the company's $3 billion guaranteed structured note program. Marketnode, a regulated digital market infrastructure operator in Singapore, acts as the authorized distributor, with support from the Solana Foundation. Mirae Asset is responsible for the token issuance, payment, and full lifecycle management. The note is offered only through private placement to professional investors as defined by the Hong Kong Securities and Futures Ordinance, and is not approved or registered by the Hong Kong Securities and Futures Commission.

At the same time, the company signed a basic cooperation agreement for lightning network routing business with ALC, using the BTC held by ALC as the liquidity for the channels operated by the company, jointly building local routing infrastructure in Japan. The raised funds will be used to pay for infrastructure development, talent recruitment, routing business, and research and development, with a focus on promoting the lightning payment service "aurora" that can be accessed through the existing payment systems of merchants via API.

HIVE Digital Technologies, a Bitcoin mining company, announced that its subsidiary BUZZ Alpha Cloud has signed a fixed-rate credit agreement with institutional lenders for approximately $129 million, with an annual interest rate of 9.0% and a term of three years, with a loan-to-value ratio of about 80%.The financing will be used to purchase an AI GPU cluster and related infrastructure, including the NVIDIA GB200 NVL72 system, to fulfill a three-year sovereign AI customer contract signed with Cohere. The CEO of HIVE stated that this financing corresponds to the procurement of 2,303 NVIDIA GB200 GPUs worth approximately $165 million, with the related equity contribution coming from the company's 0% convertible bonds issued earlier this year. The company expects GPU deliveries to take place by the end of the fourth quarter of 2026.

On October 28, stablecoin payment infrastructure service provider WasabiCard announced that it will participate in the Dubai FinTech Summit 2026 from November 2 to 3, showcasing its compliant white-label card issuance solutions and global remittance services.According to the introduction, WasabiCard supports enterprises in customizing the issuance of virtual and physical cards, and facilitates cross-border payments in over 30 fiat currencies supported by stablecoin funds, with some channels enabling real-time or T+0 settlement. Currently, the platform has issued over 700,000 cards and has a cumulative transaction volume exceeding 1 billion USD.During the summit, WasabiCard will engage in communication and collaboration with financial institutions, fintech platforms, and corporate clients at the MultiBank Group Arena exhibition area, booth J2.

NVIDIA (NVDA.O) and Oracle (ORCL.N) are expanding the deployment scale of the NVIDIA Vera Rubin platform.

Insiders have confirmed that Solidigm, a U.S. subsidiary of SK Hynix (SKHY.O), is in discussions with the U.S. Department of Commerce regarding a $45 billion U.S. factory project.

According to informed sources, the expanded $25 billion stock issuance by Meta Platforms (META.O) received approximately five times the demand for the available shares. The company plans to raise $98 billion for expenditures in the field of artificial intelligence.Informed sources indicated that more than half of the shares in this common stock issuance were allocated to long-term investors and existing shareholders. Among them, the top 15 investors by subscription size collectively received about 70% of the issued shares. The issuance was priced at $625 per share, which is a 2.7% discount compared to the closing price last Friday before the issuance announcement.On Tuesday, Meta's stock price fell by 1.4% at one point in the New York market, reaching $621.47 per share. This stock issuance is just part of Meta's financing plan. The plan also includes the issuance of $12.5 billion in mandatory convertible preferred stock, as well as a planned market-priced stock issuance. If the final fundraising amount reaches $98 billion, it will become one of the largest equity financing plans in history.