AI Industry Development & Policy Dynamics

According to BlockBeats, on May 12, AI cybersecurity startup Depthfirst announced that its self-developed AI vulnerability discovery model found multiple critical security flaws missed by Anthropic's Mythos, claiming the total cost was just one-tenth of the latter's. Depthfirst CEO Qasim Mithani sta

According to Odaily, artificial intelligence chip manufacturer Cerebras will go public this week at a $55 billion IPO valuation. OpenAI's $200 billion investment commitment could grant it an 11% stake in the

According to The Information, AI chip manufacturer Cerebras will go public this week at a $5.5 billion IPO valuation. OpenAI's $20 billion investment commitment could give it an 11% stake in the company, potentially yielding over $5 billion in

According to Bloomberg, SAP invested in n8n on Tuesday, doubling the workflow automation platform's valuation to $5.2 billion. The German software giant also signed a multi-year partnership agreement with n8n to integrate the platform's tools into SAP's Joule Studio AI agent-building platform,

According to BlockBeats, on May 12, CME Group and data analytics company Silicon Data launched the first AI-powered compute futures market.

According to Odaily, AI startup White Circle recently completed an $11 million seed funding round with participation from OpenAI executive Romain Huet and Anthropic researcher Durk Kingma, among others. The company provides a unified API for real-time monitoring of large language model inputs and ou

Artificial Analysis released a new Coding Agent Index today to evaluate how AI models perform when combined with agent frameworks across key benchmarks including SWE-Bench-Pro-Hard-AA, Terminal-Bench v2, and SWE-Atlas-QnA. Zhipu GLM-5.1 ranked first among open-source models in the evaluation,

According to investor relations disclosures on May 12, Yuntianliyifei's inference chip in development adopts a GPNPU architecture as its core technology roadmap. Key technical highlights include GPGPU-level universal programming capability compatible with mainstream CUDA ecosystems, optimized NPU co

According to B.AI, the platform added 8,756 new users on May 11, while Stripe payment adoption among core paying users reached 69.0%, reflecting improved retention of traditional developers and production-grade users. DeepSeek-V4 series models accounted for nearly 60% of token consumption,

In mid-May 2026, the cryptocurrency market is going through an extremely rare macro-sensitive window. U.S. April CPI data will be released on May 12, the Trump-Xi Beijing summit is scheduled for May 13 to 15, and the Senate Banking Committee will review the CLARITY Act (the Digital Asset Market Clarity Act) on May 14. Three independent but highly interconnected events will land within just four days, creating a phase-by-phase stress test for the pricing mechanism of crypto assets. Event calendar

On April 13, abmedia reported that Forrest Chang compiled Karpathy’s January complaints about “Claude writing code” into “4 CLAUDE.md rules,” which had accumulated 15,000 stars on GitHub at the time; by May 12, the repo’s star count had surpassed 126,000—an 8x increase in less than 1 month. The community soon produced many “expanded versions.” Among them, a post published on May 9 by engineer Mnilax (@Mnimiy), titled “Add 8 more on top of the 4 basics, making it a full 12-rule version,” received

According to TechCrunch, Vapi, an AI voice startup, completed a $50 million Series B funding round led by Peak XV Partners, with a post-money valuation of approximately $500 million. Ring, Amazon's subsidiary, deployed Vapi to handle 100% of its inbound calls after evaluating over 40 AI voice

According to Beating, a recent Agent memory study by Dylan Zhang, a PhD student at University of Illinois, found that repeatedly summarizing model experiences can degrade performance rather than improve it. In ARC-AGI tasks, GPT-5.4 achieved 100% accuracy on 19 problems without memory, but after

According to reports, NVIDIA and MIT researchers released Lightning OPD (Offline On-Policy Distillation), a new post-training framework for large language models that eliminates the need to keep a teacher model running during training. By precomputing the teacher model's log-probabilities offline, t

According to reports on May 12, OpenAI announced plans to expand its Trusted Access Program to dozens of European enterprises.

According to Beating, ByteDance's Douban Input Method has officially launched its macOS version. Previously available only on iOS and Android, the desktop application integrates Douban's proprietary speech model, supporting dialect recognition, tone input, and Chinese-English mixed transcription

Chinese robotics company Unitree Robotics released its latest product, GD01, on May 12 — a manned mecha that can freely switch between bipedal humanoid and quadruped crawling modes, arguably bringing the sci-fi scenes from the blockbuster films Transformers and Pacific Rim into reality. This release is not just a technological spectacle, but also reflects the rapid push forward of China’s robotics industry. Unitree Unveils: GD01, A Manned Transformable Mecha, from $650,000 The world’s first prod

According to Scale Labs' latest Audio MC S2S benchmark released today, Thinking Machines' TML-Interaction-Small model achieved 43.36 points, tying OpenAI's GPT-Realtime-2 (xHigh) for first place with a 43.4% APR score. The absolute score leader, GPT-Realtime-2 (xHigh), scored 48.45 points, while TML

According to Odaily, Arthur Hayes published an article titled "The Butterfly Touch" on May 12 predicting that Bitcoin will return to $126,000 as a result of U.S.-China AI capital expenditure competition and war-driven inflation. Hayes stated that

Bengaluru-based fabless chip startup HrdWyr raised US$13 million in a Series A funding round led by Bengaluru venture firm Ideaspring Capital on May 12. Singularity AMC, Avatar Growth Capital, and Persistent Systems also participated in the round. The company plans to use the funding to develop