IOnlyTrustOn-ChainData.

DiffusionBlocks divides Transformer-based networks into independently trainable blocks, treating residual networks as discretized denoising steps, utilizing score matching to achieve block-level training without inter-block communication, significantly reducing training memory. Experiments show effectiveness across multiple architectures, with only one block activated per step during inference, reducing the computational cost of 12-layer DiT (B=3) to one-third of the original. This method is suitable for ViT/DiT/MDM/AR Transformers, but requires matching input and output dimensions and cannot be used with U-Net.

According to Hyperinsight monitoring, Micron MU hit a new high of $985 within a trading day, with a trading volume of $66.6 billion, becoming the most traded stock in the U.S. stock market. In the past 24 hours, Trade.xyz's traditional market trading volume exceeded $400 million, ranking first in U.S. stocks and related indices, and entering the top 5 in Hyperliquid platform contract trading volume. Traditional market contract activity is only second to WTI crude oil, significantly higher than most cryptocurrencies.

BlockBeats News, May 28, according to Onchain Lens monitoring: a certain whale bought another 668 ETH again within the past hour, worth approximately $1.35 million.

Currently, the whale holds a total of 139,882 ETH, with a total value of approximately $281.73 million, and it is very likely to continue accumulating ETH.

Decentralized exchange Orca on Solana launches "Permissioned Pool" infrastructure, allowing only approved investors to trade certain tokenized assets, focusing on the U.S. market to comply with securities laws and complete KYC and investor qualification reviews. The first issuer, Streamex, with tokenized gold security GLDY, will become the first regulated asset traded under the new system. This move marks Orca's expansion from pure crypto trading to tokenized financial asset infrastructure, where issuers can set who can access assets, and the system automatically enforces access rules on-chain.

Microsoft releases Fara-7B, a multimodal intelligent agent with 7 billion parameters, designed specifically for computer usage scenarios. It can process screenshots and text simultaneously, directly predicting parameterized thought chains and operational actions, built on Qwen 2.5-VL, with a 128k context window, trained for 2.5 days on 64 H100 units, and released under MIT license. It perceives browser input through screenshots, combining reasoning and historical state prediction to determine the next actions and parameters such as coordinates, relying on large-scale fully synthetic data. It has the capability to plan and execute advanced tasks, and employs robust post-training safety alignment, able to refuse inappropriate tasks and pause at critical points. It can be deployed and interacted with via GitHub, vllm, and fara-cli, for automating web tasks.

ME News Report, April 18 (UTC+8), according to CoinFound's crypto concept stock data, Cango Inc. (NYSE: CANG) is currently trading at $0.59, with an opening price of $0.53 today, representing an intraday increase of 10.53%. (Source: CoinFound)

Mars Finance News, May 22 — According to market information, NEAR rose to $2.05, with a 24-hour increase of 17.2%.

At PyTorchCon Europe 2026, Edward Yang explained the challenges of tensor parallelism and proposed capturing errors during type checking using SPDM types. The presentation covered the stabilization and support of torch.compile for dynamic shapes, integration of FSDP/DDP to reduce communication, new quantization tools adding INT4/FP8, updates to TorchRec and TorchServe, as well as native support for Apple Silicon and AMD ROCm and security tool upgrades. Community contributions include torchao and torchchat, with future focus on efficient automatic differentiation, sparse computation, and deep integration with LLM training frameworks.

[ME AI]() Message, the workload of intelligent agents is quietly reshaping the economics of reasoning.
We extracted data from 432k real coding intelligent agent requests from SemiAnalysis, finding that the median is not 32k or 64k, but 96k input tokens.
For reference, this means that before you input a question, the model has already processed more text than the full length of "The Great Gatsby." (1/3)🧵 (Source: AiHot)

CryptoWorld News reports that U.S. House Oversight Committee Chairman James Comer announced an investigation into insider trading involving Kalshi and Polymarket, demanding both companies submit relevant documents on identity verification, geographic restrictions, and abnormal trading monitoring by June 5. The committee stated that the anonymity of prediction markets and the crypto infrastructure could be exploited by insiders for trading.

U.S. PMI shows that Middle East conflicts are squeezing demand, with companies only achieving moderate growth and layoffs.
May GDP growth is unlikely to exceed 1%, and order growth has fallen to a two-year low, with the preventive inventory effect difficult to sustain.
As prices continue to rise, cost growth has hit its fastest pace since 2022 and will be passed on to customers at higher prices, further elevating inflation amid economic slowdown.