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first_img Chamath: The open-source weighted model is about four months away from the best closed-source frontier model

Social Capital founder Chamath Palihapitiya released an in-depth research report stating that open-source weight models are about four months away from matching the best closed-source frontier models in public evaluations, with increasing fluctuations in the gap. If open-source models allow companies more control over data, infrastructure, and customization while approaching frontier performance, the value corresponding to companies still paying for frontier laboratories becomes a business issue. Openness exists on a spectrum, from fully open-source models that can be downloaded and freely modified to open-source weight models with various restrictions, while closed-source models keep weights proprietary.Palantir CEO Alex Karp warned that companies might hand over differentiated proprietary knowledge and processes to frontier model providers. Microsoft CEO Satya Nadella stated that companies are effectively paying for intelligence twice: once in money and again in the more valuable proprietary knowledge that must be disclosed to make the intelligence useful. Despite concerns, companies are still willing to pay for frontier performance, even if the best open-source weight models are only months behind, with frontier laboratory revenues continuing to accelerate.Leading companies use both types of models, leveraging open-source models for control and customization while utilizing closed-source frontier models for maximum capability, with some cases reporting up to 12 times engineering efficiency and over 20 times cost savings. Some vendors adopt a dual-track approach, with Google offering both Gemini and Gemma, and Meta providing both Muse Spark and Llama. The 99-page report also discusses the costs of maintaining a lead for frontier laboratories, five factors of model competition, model operating locations, and investments in open-source weights by NVIDIA and Samsung.

Huobi HTX Chief Analyst: The Fed's hawkish rate hikes reshape policy credibility

Regarding the Federal Reserve's decision to raise interest rates by 25 basis points as expected in the September meeting, Huobi HTX Chief Analyst Andy pointed out that what truly deserves attention is the comprehensive hawkish shift in the Federal Reserve's stance. All 12 officials rarely supported the decision unanimously, and the dot plot clearly indicates another rate hike within the year, with tightening becoming a consensus.The core message conveyed by the meeting is that the Federal Reserve is determined to rebuild its credibility against inflation at all costs. The economic forecast summary raised growth expectations and lowered the unemployment rate, reflecting confidence in a soft landing; however, the path for core inflation to decline has been significantly delayed, indicating that the higher-ups have accepted the reality of "higher for longer." Chairman Waller's statement is particularly crucial, placing anti-inflation efforts as an absolute priority. Even though the current economic fundamentals are robust and oil price fluctuations are supply-side factors, the Fed still chooses to respond with a tightening stance. This "better to be too tight than too loose" position has temporarily pushed up U.S. Treasury yields and the dollar, while suppressing gold.For the cryptocurrency market, uncertainty has actually decreased. A clearer policy path helps compress risk premiums, which is not a bad thing for risk assets in the medium to long term. The key going forward lies in data validation: if employment and growth remain strong, rate hikes may continue but at a slower pace; if the economy shows cracks, there is still room for a policy shift. Overall, the Federal Reserve is trading short-term pain for long-term policy credibility.

Justin Sun announced the establishment of the "Justin Sun Award" and announced the first batch of winners, with the OpenAI team receiving the top prize of 1 million USD

The founder of TRON, Justin Sun, announced the official establishment of the "Justin Sun Award" and revealed the first batch of winners. This is the world's first zero-trust, decentralized academic reward mechanism based on a "problem list," with significant breakthroughs in fundamental disciplines and machine formal verification as the sole criteria for awarding, with a maximum prize of up to 1 million dollars for a single problem.Justin Sun stated that the award aims to initiate a new scientific incentive paradigm centered on machine verification, powered by human-machine collaboration, and driven by decentralized rewards, striving to create a Nobel Prize for the AI era.The top prize of 1 million dollars was awarded to the OpenAI research team in recognition of their completion of the "Existence and Smoothness of the Navier-Stokes Equations" solution and formal proof. Other awarded achievements include the Sandorff Conjecture, Erdős Disjoint Subset, and other problems, involving a total of 66 mathematical problems.It is reported that the "Justin Sun Award" is open to all contributors, with no identity restrictions; both humans and AI can win, but only the first completer of the listed problems will be awarded. The problem list and proof materials are publicly available on GitHub, and the prize is recorded on-chain. The award covers mathematical progress made from January 1, 2026, onwards; those who complete formal verification of previously solved problems afterward can also win.

Wintermute: BTC ETF sees its first net outflow since June, as the market awaits the Federal Reserve's interest rate decision

According to Wintermute OTC trader @Jjay_dm, the BTC ETF experienced a net outflow of $463 million, marking the first negative value since the low in June, with ARK and Grayscale accounting for a combined outflow of $371 million, while BlackRock remained flat. As a result, BTC fell 4.4% over the week, closing at $76,838, making it the worst-performing asset, while Ethereum dropped 1.5%, and altcoins overall rose by 1%.On a macro level, the U.S. August CPI recorded a month-on-month increase of 0.4% (core 0.3%), higher than the expected 0.2%, and the PPI annual rate reached 5.4%, prompting Goldman Sachs to change its September forecast from "hold steady" to "raise interest rates." The market's expectation for a 25bp rate hike on Wednesday has risen to 87%. Meanwhile, the situation in the Middle East continues to escalate, with Brent crude oil surpassing $105 per barrel, and the 10-year U.S. Treasury yield hitting a 20-year high.Wintermute stated that after the ETF fund outflow turned negative, it tends to hold a neutral rather than bullish stance on the market. This week has two key events: ① On Tuesday, the U.S. Senate will conduct a procedural vote on the CLARITY Act (the cryptocurrency market structure bill), which requires 60 votes to pass; ② On Wednesday, the Federal Reserve will announce its interest rate decision, with the rate hike itself already priced in, but subsequent hawkish statements (especially signals regarding continued rate hikes in the first quarter of 2027) may pose downward pressure on the cryptocurrency market.

first_img XRP Ledger upgrade Batch V1.1 is just one vote away from activation

The Batch V1.1 upgrade for the XRP Ledger is just one vote away from initiating the activation process. The RippleX team has fixed 11 software defects in the latest review. The Batch feature allows users to combine up to eight related transactions into a single operation, ensuring that both parties complete the transfer simultaneously when two people exchange tokens, thus avoiding the situation where one party pays while the other fails.In Tuesday's snapshot, the upgrade received support from 27 out of 35 trusted validators, accounting for approximately 77%, while changes to the XRP Ledger require an 80% support rate. Therefore, currently, one validator's vote can determine success or failure, and obtaining one more vote will initiate a two-week activation countdown. The support rate must remain above this threshold for 14 days, during which validators can change their votes.Previously, researchers discovered vulnerabilities in the original Batch proposal, allowing attackers to initiate transactions using others' accounts without authorization under specific conditions; this version was not deployed on the mainnet. The new version was released with xrpld 3.3.0 on August 6, and the latest review found 11 issues related to signatures, authorization checks, and server crashes. Among these, a serious vulnerability rated by the security company Common Prefix could allow attackers to reuse user signature permissions to execute transactions beyond expectations. RippleX stated that the review involved four senior engineers, audits from Halborn and Common Prefix, public security competitions, and automated testing, and mentioned that commercial projects using Batch have been signed or are in development.
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