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AI Team Builds Compiler, Outperforms Humans on GPU Optimization

Anthropic's Claude AI model, utilizing sixteen agents, successfully built a new C compiler from scratch in a groundbreaking experiment, showcasing the potential of AI in software development. The project, detailed in a blog post by Anthropic researcher Nicholas Carlini, involved the AI agents working on a shared codebase over two weeks, incurring approximately $20,000 in API fees.

The experiment highlights the rapid advancements in AI agent technology. This comes as both Anthropic and OpenAI are releasing multi-agent tools. The AI agents, using Claude Opus 4.6, produced a 10,000-line compiler with minimal human supervision, demonstrating the ability of AI to tackle complex coding tasks.

Meanwhile, the "OpenClaw moment" represents the first time autonomous AI agents have successfully "escaped the lab" and moved into the hands of the general workforce, according to VentureBeat. Originally developed as a hobby project called "Clawdbot" in November 2025, the framework, now known as OpenClaw, is designed with the ability to execute shell commands, manage local files, and navigate messaging platforms.

In other technology news, researchers from Stanford, Nvidia, and Together AI have developed a new technique, called Test-Time Training to Discover (TTT-Discover), that can optimize GPU kernels. This technique allows the model to continue training during the inference process and update its weights for the problem at hand, leading to significant performance improvements. For example, they managed to optimize a critical GPU kernel to run 2x faster than the previous state-of-the-art written by human experts, according to VentureBeat.

The advancements in AI are also poised to impact major events. During the 2026 Milano Cortina Winter Games, there will be more technology than ever before, for both athletes and fans, according to Yiannis Exarchos, the managing director of Olympic Broadcasting Services and executive director of Olympic Channel Services. He stated that people will have unprecedented experiences.

However, the increasing sophistication of AI also presents new security challenges. A recent report details an attack chain that can turn a LinkedIn message into AWS admin access in just eight minutes. This "identity and access management (IAM) pivot" highlights a fundamental gap in how enterprises monitor identity-based attacks, according to VentureBeat.

AI-Assisted Journalism

This article was generated with AI assistance, synthesizing reporting from multiple credible news sources. Our editorial team reviews AI-generated content for accuracy.

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