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OpenAI documentation shows that eligible ChatGPT Pro and Business subscriptions can receive free API credits for building applications and agents within their own API organization. The credits are automatically issued based on the subscription, and any unused portion expires at the end of the billing cycle without carrying over; when there are valid free credits, there is no need to bind an API payment method. In terms of monthly credits, Pro's tiers of $100, $200, and $500 correspond to $100, $200, and $500 respectively; Business Standard provides $20 per paid seat, and Business Premium provides $100 per paid seat.The initial issuance is calculated proportionally based on the remaining time in the current subscription billing cycle and expires at the end of that cycle. Business API credits are shared within the workspace, with a monthly cap of $500; annual payment workspaces receive a one-time issuance of the annual credits, which expire at the end of the annual billing cycle. Users must log in to ChatGPT with an eligible subscription account, with Pro credits claimed in Settings under Billing, and Business credits claimed in the workspace billing settings or Admin Console, confirming the API organization receiving the credits.The credits cover the paid usage of associated organizations on the API Platform, including Responses API, Agents API, Decisions API, GPT-Live and Realtime API, Images API, as well as built-in tools and related costs such as web search, document search, and Code Interpreter. Using Codex via API key is not included in the benefits, and the credits will not increase the usage limits for ChatGPT or Codex that is already logged in. Free credits are prioritized over purchased credits; when exhausted and no remaining credits are available, requests will fail with HTTP 429 and error code credit_balance_exhausted.

Binance founder Changpeng Zhao posted on X reminding not to click on links in emails or download attachments.Changpeng Zhao stated that even if the email comes from a trusted person, the other party's computer may be infected with a virus without their knowledge.

B.AI announced that OpenAI's GPT-6.1 Terra is officially launched, with API and Web Chat both available for synchronized experience.This model is designed for efficient visual reasoning, precise computer operations, and clear natural text writing, combining adjustable reasoning capabilities with a 1.05M ultra-long context window, covering daily professional workflows and complex application scenarios; it supports a maximum output of 128K tokens, with a standard price of $1.00 per million input tokens and $5.00 per million output tokens, balancing performance and cost flexibility.

On October 28, Binance founder Zhao Changpeng stated that four data breaches were reported that day. In the cryptocurrency sector, Coinbase vendor Amplitude exposed some users' contact data, but funds were unaffected; South Korean trading platform Bithumb experienced a user data breach.In traditional finance, South Korean securities firms Mirae Asset and Daishin Securities also experienced data breaches. Zhao Changpeng mentioned that it is impossible to prevent breaches from occurring, but users can protect themselves. The leaked trading platform data includes names, email addresses, phone numbers, addresses, identification documents, and transaction records, most of which are used for phishing, SIM card hijacking, and social engineering attacks.Zhao Changpeng suggested reducing the information shared and using separate email aliases for each trading platform, so that in the event of a breach, it cannot be linked to other accounts while identifying which service experienced the breach.

AI Physical Superintelligence (PSI) announced new progress on five long-standing unresolved quantum information problems, leveraging models such as GPT-6 Astra and Claude, and has published papers, proof codes, and verification materials. During the research process, physicists were responsible for guidance and verification, while the relevant models participated in the derivation. The team also had AI Agents from Codex and Claude Code write Lean formal proofs, which were checked by computers to verify the validity of the reasoning.One of the studies demonstrated that in a specific quantum field, quantum entanglement still exists even when two regions are far apart, but once the distance exceeds a certain range, non-local correlations can no longer be tested using the CHSH Bell inequality. Another study proved that a certain type of quantum operation, when performed sufficiently many times, will inevitably destroy entanglement. These five results do not completely resolve the original problems; some conclusions only apply under specific conditions, and there are still unresolved issues.

According to the Hong Kong Stock Exchange's equity disclosure, Duan Yongping holds 106,716,000 shares of Pop Mart (09992.HK) through his investment entities, accounting for 8.01% of the issued shares. Based on the stock price of HKD 132.50 on October 27, the market value of the holdings is approximately HKD 14.14 billion.In terms of cost, Jiemian News quoted market estimates on October 26, indicating that the average comprehensive holding cost is around HKD 150 per share; Lan Jing News previously estimated the comprehensive cost to be about HKD 152.32 per share. The corresponding paper losses are approximately HKD 1.868 billion and HKD 2.115 billion, with loss ratios of about 11.67% and 13.01%. The relevant purchase records are: 9.8232 million shares bought on May 25 at an average price of HKD 150; 4.66 million shares bought on May 28 at an average price of HKD 162.5; 10.59 million shares bought on July 6, calculated at approximately HKD 150; and an additional 1 million shares on September 1 at an average price of HKD 155. The first three transactions total approximately 25.07 million shares, with an investment of about HKD 3.816 billion, and a weighted average price of approximately HKD 152.4.The above is based on media estimates of costs and is not the actual investment gains and losses disclosed by Duan Yongping; part of the underlying position comes from options trading, and the complete holding cost cannot be independently verified solely based on public information. Pop Mart's announcement shows that overall revenue for the third quarter of 2026 (unaudited) is expected to decline by 45% to 50% compared to the third quarter of 2025; a decline of 25% to 30% in China, 65% to 70% in the Asia-Pacific region, 70% to 75% in the Americas, and 50% to 55% in Europe and other regions; offline channels in China are expected to decline by 5% to 10%, while online channels are expected to decline by 45% to 50%.

According to The Block, Binance founder Zhao Changpeng stated at a media briefing after the BNB Standard Nasdaq bell-ringing ceremony that crypto assets will become the native currency of AI. He mentioned that AI could use Bitcoin, existing stablecoins, or tokens issued by AI companies in the future, but hopes that BNB Chain will become one of the main networks, and noted that this still requires development.Zhao Changpeng also mentioned that earlier that day he discussed tokens linked to computing power resources and hopes to introduce them to BNB Chain, but did not disclose details. He also stated that crypto payments are still not convenient for ordinary users and suggested that startups should first focus on underserved markets and remittance routes, rather than directly competing with Apple Pay or Google Pay in the United States.

OpenAI has launched GPT-6.1 Terra, focusing on enhancing computer operations, visual understanding, and programming capabilities. Compared to the previous generation, this model's operational speed has increased by over 3 times, and the API price has been reduced by 50%.The error rate in low inference mode has dropped from 53.6% to 16.7%, while the maximum inference mode error rate has decreased to 4.3%. In programming tests, the maximum inference mode score has risen from 21.5% to 50.3%.

Binance founder Changpeng Zhao stated today at the BNB Standard Corporation (BNC) Nasdaq bell-ringing ceremony that BNB has evolved from a simple token launched in 2017 into an ecosystem with its own independent blockchain. BNB Chain serves approximately 30 million users monthly, with over 3 million daily users, making it one of the most active blockchains globally and one of the blockchains with the highest liquidity for real-world assets (RWA).Changpeng Zhao mentioned that the block time for BNB Chain is about 0.5 seconds, and the final confirmation time for transactions is less than 1 second. Throughout multiple market cycles, the BNB ecosystem has continuously built infrastructure and expanded into areas such as payments, lending, and investment, with hopes of becoming a platform for users to save, transfer, and build applications in the future.BNC stated that the company will bring BNB to Wall Street. As a Nasdaq-listed company with BNB at the core of its balance sheet, BNC not only plans to hold BNB but will also develop operational businesses around BNB Chain, starting with running its own validation nodes and gradually expanding its business scale.

BNB Standard Corporation (BNC) announced that the company has rung the opening bell at Nasdaq. Binance founder Changpeng Zhao attended the bell-ringing ceremony along with BNC CEO Odagi, the company's board of directors, and management team, as well as representatives from YZi Labs and BNB Chain.Today's ringing of the Nasdaq opening bell is primarily to celebrate the company's name change and the new management team taking office.

The U.S. SEC filings show that SpaceX has signed a binding primary financing lease commitment with Apollo Global Management.According to the agreement, Apollo will purchase GPU clusters and related equipment and lease them to SpaceX, with the total principal payments under the related lease arrangements expected to reach $40 billion.

TechCrunch reported that the conversational AI research and design studio Convovo, led by Cornell University professor Tapan Parikh, released a study stating that when asked to recommend only one candidate for the upcoming U.S. midterm elections, SpaceXAI's Grok 4.7 chose Republican candidates 92% of the time, while OpenAI's GPT-6.1 Sol chose Democratic candidates 97% of the time. The study covered nearly 500 campaigns, with the two models agreeing on recommendations less than 10% of the time.Researchers posed the same question to both models via API, asking for a specific candidate without allowing for avoidance or a tie. The report noted that consumer applications refused to answer. An OpenAI spokesperson stated that ChatGPT is designed to be objective by default, and political conversations should not carry any directional bias; the study tested the developer API, and the prompt explicitly requested a candidate recommendation, which cannot represent the user experience when asking questions through the chat application. SpaceXAI did not respond to requests for comment in time.The report indicated that Grok's responses often cited conservative sources as well as Ballotpedia, OpenSecrets, and VoteSmart, with 39% including Christian conservative voter guides, 23% including Turning Point Action, and 41% including X; GPT's results heavily relied on Wikipedia, the Associated Press, Axios, and Reddit. The study also mentioned that each time Grok was called via the xAI API, it included approximately 1,240 additional input tokens that the researchers did not write, could not view, or remove. Parikh subsequently disabled online search and sampled 30 campaigns, with GPT choosing Democrats in 24 cases, while Grok refused to choose in 27 cases.

According to a report by Reuters cited by Phoenix Technology, on October 26, Beijing time, Elon Musk, the founder of SpaceX, stated that the company has completed $40 billion in debt financing for the procurement of graphics processors. Musk posted on the social platform X that this financing is primarily for the purchase of GPUs that will be delivered in the first and second quarters of next year, and the debt can be redeemed early, which will not have a significant impact on this quarter.Musk added that SpaceX's investment-grade credit rating, along with the revenue generated from Starlink satellite internet and launch services, has helped the company maintain its ability to secure credit financing. Earlier this month, Reuters reported that SpaceX is in talks with banks and asset management companies to raise $40 billion for the purchase of NVIDIA's AI chips.For the three months ending September 30, SpaceX's revenue grew by 161% year-on-year, reaching $14.58 billion. During the same period, the company's capital expenditures on computing infrastructure nearly doubled, reaching $19.6 billion.

CITIC Securities research report points out that GPT-6 Astra is being applied in robot control, reducing reliance on specialized strategy training. Institutions such as NVIDIA and Stanford are exploring its applications in visual understanding, spatial reasoning, and task planning.CITIC Securities expects that by 2027, the entry of general models into embodied task domains will become the next investment direction in the AI industry.

The venture capital firm a16z released a chart weekly report written by Moses Sternstein on October 23, 2026. The report states that Netflix is still growing, with revenue growth slowing to just below about 12%, the lowest level since 2021 to 2022. The company is producing its own short videos and entering live sports. The report cites BCG data indicating that the upper limit of media consumption in the U.S. is about 26 hours per week, showing a moderate decline since the peak of lockdowns. Moses Sternstein: Competition comes not only from other streaming services but also from short videos, with much of the recent media growth coming from background consumption while driving or working.In terms of computing power, the report cites Ornn Data stating that the rental price of every GPU in the chart series is higher than at the beginning of the year, including the oldest A100, which is about 9% to 143% higher compared to a 6-year straight-line depreciation. Moses Sternstein: Over a longer period, older A100 and H100 GPUs spend more time below that line, but have only shown significant strength since April this year, making comparisons over a longer period not entirely fair. According to OpenRouter, token demand surged sharply in spring, jumped again after a brief plateau at the end of summer, with token consumption for both open-source and closed-source models still following an exponential path, and the share of proprietary models slightly increased last week. The author states that OpenRouter only covers a very small portion, and these indices are not perfect proxies for actual token spending and GPU pricing.In manufacturing, the report states that computer production capacity and utilization rates are rising, with production increases being larger. The increase in communication and semiconductor production mainly comes from expansion, while the price increase for electrical equipment is the largest, but domestic production has slightly declined. The import increase of key categories of AI capital expenditures mentioned above far exceeds the domestic production increase in dollar terms. According to ADP, the increase in average weekly hours for industries related to AI construction is greater than that of other industries, and is generally greater than the net increase in personnel. Job switchers in manufacturing have about a 5 percentage point wage growth premium compared to stayers. Cybersecurity stocks remain strong in IGV this year, but have seen a larger pullback than the market since October. The revenue growth rate of large companies has mostly only increased by a few percentage points, with some experiencing declines, and stock price performance reaching up to about 125%, with Palo Alto Networks' revenue growth largely driven by acquisitions.

Zhao Changpeng posted on platform X, stating that many new foldable iPhones may be 'unhinged' by some traders in the crypto trenches, a remark that carries a teasing tone.In the crypto community, some traders engage in frequent operations during on-chain trading, even to the extent of using their phones to the point of 'losing control'.

According to Sveriges Radio, the Swedish government office announced that starting from October 26 (Monday), ChatGPT and Claude will be banned on employee computers, with Microsoft Copilot approved as the only AI tool that has passed security review, and civil servants are required to switch to using Copilot.Mikael Wettercrantz, the agency's Director of Digitalization, stated in a post on the employee intranet that using AI services without a formal contract could "have consequences for our information security." He noted that multiple cases of improper use of open AI services have been identified, involving the sensitivity of the information inputted and the handling of AI-generated content. Due to the lack of formal agreements, consumer-grade AI tools send user queries to external company servers, and U.S. law allows authorities to request these companies to hand over data as required.Copilot is allowed to remain because the government office enhanced its security settings after review, while ChatGPT and Claude did not receive the same treatment. Some employees can still access these two banned tools through the AI platform built internally by the agency. Previously, the Swedish Tax Agency and the National Board of Health and Welfare had implemented similar bans, and the enforcement agency is also about to make a decision; an internal audit by the Transport Agency found about 10 AI services being "widely and at high risk" used.

According to on-chain analyst Ai Yi's monitoring, the GPS project's associated address (0x0b3...fee43) received 1.5 million TREAD, worth 1.16 million USD, 9 hours ago. GoPlus is a Web3 security infrastructure, and Treadfi is a trading execution infrastructure; on-chain analyst Ai Yi stated that no public cooperation or contact between the two projects has been found previously, and the intention of this transaction is unclear.

Binance founder Zhao Changpeng stated, "I am often asked whether my entrepreneurial ideas are feasible, as if my opinion is that important. As long as the team's execution ability is strong enough, 99% of ideas are good.The problem is that 98% of teams cannot execute effectively. Therefore, there is no need to promote entrepreneurial ideas; just demonstrate execution ability."