Lookonchain APP

App Store

Kimi researcher questions NaiveAI, stating that 2,000 tokens per second does not prove "AI builds AI".

2026.09.28 16:46:41

Beating AI News (Dongcha) – NaiveAI, founded by Tsinghua University associate professor Dai Jifeng, has just released its first model, N0.5-Flash. The company’s core proposition is “AI develops AI”, claiming the model participated in architecture design, code writing, and inference optimization. The official announced peak single-stream inference speed reaches 2122 tokens per second (tok/s). Yang Xinyu, a researcher at Moonshot AI, subsequently publicly questioned this claim. He noted that a speed of 2000 tok/s is achievable, but NaiveAI chose an overly weak baseline for comparison: the company used SGLang’s ~300 tok/s as a reference, while Xiaomi previously ran its larger-parameter MiMo-V2.5-Pro at over 1000 tok/s. A lower baseline makes the resulting improvement appear more dramatic. Yang also rejected NaiveAI’s description of its architectural innovation. N0.5-Flash is modified from Xiaomi’s MiMo-V2.5 Base, replacing the original global attention with DSA. NaiveAI ultimately adopted DSA + GQA. Yang argued that this is more of an engineering trade-off based on an existing base model, which also reduces GPU utilization, and does not qualify as a significant architectural breakthrough. He stated that NaiveAI has proven models can be accelerated via continued training and engineering optimizations, but has not yet demonstrated that “AI developing AI” itself delivers breakthroughs beyond what human teams can achieve.

Relevant content

Hong Kong-listed artificial intelligence stocks fell across the board, with MINIMAX down more than 10% and Zhipu AI down over 6%.

According to Bitget market data, Hong Kong-listed artificial intelligence concept stocks fell broadly, with MINIMAX down over 10%, Zhipu down more than 6%, Xunce down nearly 5%, and Baidu and Meituan seeing minor declines.

4 minutes ago

Polymarket has appointed Edward Lee as product head of its trading platform, overseeing its U.S. and international on-chain trading operations.

Former Coinbase employee Edward Lee announced in a post that he has joined Polymarket as product lead, overseeing product development for Polymarket US and its international on-chain trading platform. Lee stated he has spent the past decade working on crypto industry infrastructure, and will now shift focus to building trading markets operating on top of these infrastructures, with the goal of advancing a vision of "everything tradable". He added that prediction markets will serve as the starting point for this vision, and invited developers, traders, and partners from regulated markets and DeFi sectors to reach out to him. According to his profile, Lee has previously built and operated trading platforms at Coinbase, Circle, Poloniex, and LINE.

4 minutes ago

Solana ecosystem tokens saw broad gains, with MET surging over 51% in 24 hours.

According to HTX market data, Solana ecosystem tokens are seeing broad gains, with the following 24-hour performance: ? MET surged over 51%, pushing its market cap to $264 million; ? W rose over 25%, bringing its market cap to $116 million; ? JUP climbed over 14%, reaching a market cap of $1.237 billion; ? RAY gained over 10%, hitting a market cap of $1.365 billion; ? BOME rose over 8%, with its market cap now at $72 million; ? JTO climbed over 8%, reaching a market cap of $545 million.

4 minutes ago

Manus secures over $500 million in a new financing round, led by Boyu Capital and IDG Capital.

News Flash from Dongcha Beating AI: Manus’ parent company Butterfly Effect officially announced that it has recently completed a new financing round of more than $500 million. The round was led by Boyu Capital and IDG Capital, with existing shareholders Tencent, Sequoia China, and ZhenFund also participating.

4 minutes ago

A crypto whale shorted 400 BTC with 40x leverage in the early morning, currently holding an unrealized profit of $134,000.

According to monitoring by AI Yi, whale address 0xc3e…800dd shorted 400 BTC with 40x leverage in the early hours of today, with a notional value of roughly $33.13 million. The position was opened at $83,171.7, has a liquidation price of $86,042.6, and is currently holding an unrealized profit of approximately $134,000.

4 minutes ago

Developers have replicated seven Adobe software titles using Claude, with all projects open-source but still far from mature.

Beating AI Express: ArtCraft founder Brandon Thomas has leveraged Claude Opus 5.5 to open-source seven alternatives to Adobe’s creative software, all built entirely from scratch in Rust. The tools are: 1. PhotoCraft: Photoshop alternative for image editing 2. VectorCraft: Illustrator alternative for vector design 3. FilmCraft: Premiere Pro alternative for video editing 4. LightCraft: Lightroom alternative for photo management and color grading 5. EffectCraft: After Effects alternative for video effects and animation 6. DesignCraft: InDesign alternative for desktop publishing 7. PdfCraft: Acrobat Pro alternative for PDF editing and processing All seven apps are free and open-source, developed for macOS, Windows, Linux, and web browsers. They aim to closely replicate Adobe’s interfaces, tools, and keyboard shortcuts, and support integration with AI agents via MCP, enabling tools like Claude to directly operate the software and modify files. However, the applications remain in early development. While PhotoCraft covers all of Photoshop’s menu commands, Thomas admits its functionality is less than 50% equivalent to Adobe’s tool. Testing shows basic features like cutout and color grading work, but operations such as free transform remain unstable. Many users on Hacker News have also reported missing features and operational issues. Thomas initially claimed he would achieve feature parity with Adobe within a month, later revising that timeline to months for near-complete functionality. He acknowledged the software is far from mature, inviting community contributions for fixes, and plans to offer bug bounties.

4 minutes ago

Popular tokens

BitcoinEthereumHyperliquidSolanaTRONBNBTetherAaveXRPPepeFartcoinOndoJupiterUniswapBonkPendleEthenaArbitrumAvalancheLidoChainlinkPolygonDogecoinCardano