evaluation

The board of the Recall Foundation, a decentralized AI agent evaluation platform, announced that it will orderly liquidate the Recall Foundation in the short term, a decision made independently of Recall Labs. RECALL was launched in October 2025.Data from RootData shows that Recall has raised approximately $42 million in total funding. The board believes that continuing to develop the protocol is commercially unfeasible, and the announcement states that this decision was not caused by a hacking incident or security event.The foundation intends to transfer all RECALL it holds or controls to a designated empty address for destruction, expected to be 358,562,442 tokens, accounting for approximately 35.86% of the total supply of 1 billion tokens. After the destruction, the expected total supply will be 641,437,558 tokens. Holders will not receive any distributions, redemptions, or monetary compensation. Staked RECALL is not included in the destruction scope, and holders must un-stake and withdraw it themselves. From the date of the announcement, new un-staking applications will no longer have a 30-day cooling-off period.As of October 30, the foundation holds approximately $3.7 million in assets, intended to pay creditors and vendors about $3.45 million, liquidation costs of about $200,000, and reserve about $50,000 for contingencies. The foundation plans to voluntarily liquidate under Cayman law. On that day, new competitions and staking rewards will cease, and by November 30, the official application will switch to read-only mode, with final liquidation and destruction of remaining tokens expected to be completed in the first quarter of 2027.

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.

According to The Information, NVIDIA and ChipAgents have launched an artificial intelligence chip design evaluation project.

According to Bloomberg, the AI model evaluation platform Arena completed a new round of financing of $200 million with a valuation of $3.1 billion, led by Lightspeed Venture Partners and Khosla Ventures, with participation from Salesforce Ventures and Dell Technologies Capital.Arena originated from the Chatbot Arena research project at the University of California, Berkeley, and is known for its public large model rankings, achieving an annual revenue of $100 million in June of this year.

According to the official website of the People's Bank of China, the central bank released the "Policy Position on the Renminbi Exchange Rate," clarifying that China implements a managed floating exchange rate system based on market supply and demand, referencing a basket of currencies, and has exited from normalized foreign exchange interventions since 2017.The central bank stated that China has no intention of gaining trade competitive advantages through devaluation, never engages in competitive currency devaluation, and only uses macro-prudential tools to prevent short-term overshooting under significant external shocks such as the pandemic and the tariff war in April 2025. Since the exchange rate reform in 2005, the Renminbi has appreciated by a cumulative 23% against the US dollar, and the nominal effective exchange rate has appreciated by over 50%; since 2025, it has appreciated by about 9% against the US dollar.The central bank also pointed out that using the International Monetary Fund's external balance assessment conclusions as the official basis for the undervaluation of the Renminbi is a misinterpretation and misuse, and that alleviating global imbalances requires joint action from deficit and surplus countries.

According to Bitcoin Magazine, Market Disruptors podcast host Mark Moss stated that despite the recent interest rate hike by the Federal Reserve, Bitcoin continues to rise. He believes that most people misinterpret the reasons for the long-term increase in interest rates, suggesting that a booming economy could be one of the answers, and noted that Bitcoin benefits from both currency devaluation trades and an optimistic technological future.Moss pointed out that the United States is facing $40 trillion in debt, and that a monetary reset is a process rather than a single event. He outlined four ways to address the debt issue, focusing on the trends from 2029 to 2030. He also discussed stablecoins and the Genius Act, believing that approximately 6 billion people worldwide want to hold U.S. dollars.He mentioned that institutions are buying Bitcoin while retail investors are selling, and referenced Bitcoin's S-curve and compound annual growth rate, providing a price target of $1 million.

According to the FATF official website, FATF released the mutual evaluation report for Turkey in 2026 on September 23. The report shows that Turkey has made progress in the use of financial intelligence and international cooperation, but there are still significant shortcomings in money laundering investigations related to high-risk predicate crimes (such as drug trafficking and illegal gambling), recovery of overseas assets, and reporting of suspicious transactions.Turkey received a "partially compliant" rating for targeted financial sanctions related to proliferation financing (R.7) and regulation of non-profit organizations (R.8), and was ultimately placed on the enhanced follow-up list, requiring key rectifications to be completed within three years and regular progress reports.

OpenAI announced that it will allow external organizations to evaluate its AI models in the early stages.

According to Bitcoin Magazine, Blue Macellari, the head of digital assets at asset management giant T. Rowe Price, stated in an interview with Bitcoin Magazine that Bitcoin has now become the central topic of discussion regarding currency devaluation. She pointed out that bond vigilantes are making a comeback, U.S. Treasury financing is shifting from foreign buyers to domestic buyers, and the debt situations in Japan and Italy are not comparable to the U.S. buyer base.Macellari has 20 years of experience in emerging market sovereign debt and distressed debt investment, and later was responsible for establishing T. Rowe Price's digital asset business. In the interview, she reviewed the evolution of internal discussions on digital assets within the institution, the considerations for launching actively managed multi-token ETFs, and discussed the trends of asset management tokenization and automation, as well as the liquidity fragmentation risks brought by 24/7 trading.Additionally, Macellari assessed whether the demand for stablecoins under the GENIUS Act represents a substantive change or is merely wishful thinking, and she believes that devaluation trading has indeed driven institutional allocation to Bitcoin. She also stated that volatility can serve as a portfolio tool, and there are significant generational differences in Bitcoin allocation.

The decentralized AI infrastructure project DGrid AI announced that its community-driven AI model evaluation platform DGrid AI Arena has launched the Points-to-$DGAI redemption mechanism. Users can earn points by participating in AI model evaluations and redeem them for $DGAI, further connecting user participation, model feedback, and ecological incentives.It is reported that since its launch, DGrid AI Arena has attracted over 570,000 users to participate in reviews, generating more than 2.5 million model evaluation votes. The platform employs an anonymous model battle mechanism, where users compare two sets of AI outputs and choose the better response, continuously accumulating evaluation data from real scenarios.DGrid stated that AI Arena is not only a model evaluation and community incentive platform but also the community intelligence layer within the DGrid AI ecosystem. By continuously gathering real user preference signals across different tasks, the platform can more accurately understand the performance of different models in specific scenarios, further optimizing model selection and routing mechanisms, making AI services more aligned with real user needs.Previously, DGrid AI's native token $DGAI has been listed on Binance Alpha and several exchanges such as OKX and Bybit, further promoting the ecological application and community participation of $DGAI.

"White-haired Stock God" Serenity posted on platform X that a piece of information in Oracle's (ORCL) financial report is favorable for Nebius (NBIS) and IREN (IREN). Oracle stated that all renewed GPU computing power has been resold, with prices increasing by 20% compared to previous contracts, and most related equipment has been used for over 4 years. Serenity believes that this situation once again counters "Big Short" Michael Burry's argument about the rapid depreciation of GPUs, while also benefiting Nvidia (NVDA) and the Neocloud computing sector.

Bloomberg ETF analyst Eric Balchunas stated that gold and Bitcoin ETFs have returned to the top ten funds by trading volume, which may indicate that "devaluation trades" are replacing the AI craze.Balchunas pointed out that this phenomenon reflects the market's capital flow shifting from AI-related assets to asset classes like gold and Bitcoin, which are seen as hedges against currency devaluation.

According to Criptonoticias, Tether CEO Paolo Ardoino stated on August 23 that developing countries such as Venezuela, Argentina, Bolivia, and Turkey are increasingly using USDT, primarily for domestic and cross-border trade, and as a digital dollar and value storage tool in situations of rapid depreciation of local currencies, cash shortages in dollars, or restricted financial systems.Among them, small and medium-sized enterprises in Venezuela use USDT to settle import and export businesses, Bolivia has used it for commercial transactions including fuel procurement, Argentina's street economy and peer-to-peer markets widely use USDT for value preservation and exchange, and residents in Turkey also use USDT to cope with ongoing inflation.

Stacks co-founder Muneeb Ali stated that the Satoshi Upgrade I hard fork has been successfully completed, and the network's level of decentralization has further improved with the launch of the new signer.Regarding Binance's "Observation Label," there are currently no concerns about delisting risks or liquidity, but we still need to wait for the next round of formal assessment.

According to Techtimes, AI model evaluation company Vals AI completed a $40 million Series A funding round with a valuation of $400 million, led by a16z, with participation from 8VC, Pear VC, Bloomberg Beta, as well as new investors HRT Ventures and Next Ladder Ventures.Vals AI uses an independent system to evaluate cutting-edge models launched by companies such as OpenAI, Anthropic, Google, Meta, and xAI, rather than using traditional public benchmark tests. The new funding will be used to expand evaluation infrastructure and launch testing tools for creating programming benchmarks based on enterprise GitHub code repositories.

According to The Elec, Samsung Electro-Mechanics' investment schedule for semiconductor glass substrates has been delayed due to bottlenecks in the reliability assessment of customer prototypes. As a result, the construction schedule for the production line of GlaSSEM, the glass core joint venture between Samsung Electro-Mechanics and Dongyu Fine Chem, has also been postponed, and the timeline for ordering related equipment has become uncertain.The report states that GlaSSEM has failed to communicate the equipment order schedule to its partner manufacturers. Previous orders have been postponed from December last year to March and June this year, and this has happened more than three times. After June, no further schedule guidance has been provided. Industry insiders believe that the main reason is that global communication semiconductor customers have not passed the reliability assessment certification for glass substrate prototypes. Samsung Electro-Mechanics is still producing prototypes at its Sejong plant, and most of the suppliers for key processes required for building the mass production line, such as deposition, etching, laser drilling, and inspection, have already been selected.Since the prototypes need to be remade and resubmitted, the originally planned investment schedule will inevitably be further delayed. Samsung Electro-Mechanics had set a target for mass production in the second half of 2027 when establishing GlaSSEM earlier last month, but during last month's financial report meeting, this timeline was adjusted to 2028, and now the mass production time is expected to be further postponed.

According to Jinshi reports, the White House does not plan to publicly release its new framework for evaluating advanced artificial intelligence models; relevant details will only be provided to companies participating in the process. Companies, policymakers, researchers, and U.S. allies that are not involved in the process will not be able to understand how the government plans to implement one of its key artificial intelligence policies.The White House held a meeting with industry representatives to discuss the recently completed framework, and companies that were not invited to the meeting still do not understand the content of the framework.

Cryptocurrency analyst Darkfost published an on-chain indicator interpretation on the X platform, analyzing the current profit and loss structure of Bitcoin positions in the market through the core economic indicator TMM (True Market Mean) and the AVIV ratio. The TMM indicator excludes long-term untransferred and partially permanently lost dormant Bitcoins, only accounting for the average holding cost of actively traded chips in the market, with the current value around $76,700. This level has become a significant price resistance, as during the May market, when the price reached this point, many investors exited to break even.The accompanying AVIV (Active Value / Investor Value) ratio currently hovers around 0.8, within the valuation discount range, indicating that the average floating loss for all active BTC investors is 20%. Historically, at the bottom of bear markets, this indicator has dropped to 0.5 to 0.6, corresponding to investor losses of 40%-50%. The current loss magnitude has not yet reached extreme bear market levels.The analyst also pointed out that even with a large influx of institutional funds and Bitcoin ETFs injecting massive liquidity in this cycle, Bitcoin still follows its own cyclical patterns. In the short term, there is no need to wait for the indicators to drop to historically extreme low levels before a rebound occurs, but it is necessary to acknowledge the current pressured environment of widespread losses among market participants.

According to the official announcement, Gate has optimized and upgraded the VIP level evaluation rules. Starting today, Polymarket trading volume and asset holdings will officially be included in the VIP level evaluation system. This adjustment further broadens the VIP upgrade path, allowing Polymarket trading users to fully enjoy the level growth and exclusive rights brought by trading activities and asset holdings.It is reported that Gate continues to improve the VIP exclusive rights ecosystem, creating a high-end service system around multiple dimensions such as trading, wealth management, and lifestyle. Recently, the platform has successively launched VIP exclusive airdrop activities for whiskey, gold jewelry, and more, as well as providing exclusive financial products, higher-level income rights, and diversified benefits such as sports event viewing and invitations to offline activities.Gate will continue to organize VIP users to watch events at Inter Milan and F1 venues, experiencing exclusive hospitality and the atmosphere of top-tier events, creating a richer exclusive experience for high-level users.