An AI system can appear accurate overall while consistently producing worse results for certain people, situations, or types of data; this pattern is known as bias. It may enter a model through unrepresentative training examples, historical inequalities, labeling decisions, feature selection, optimization targets, or the environment in which the system is deployed. Bias can affect hiring tools, facial recognition, lending models, medical software, and other high-impact applications. Reducing it requires more than removing sensitive fields, because related variables may preserve the same patterns. Teams typically examine data coverage, compare performance across relevant groups, document limitations, test real-world outcomes, and involve domain experts and affected communities throughout development and monitoring.
Meta has released Muse Glimmer, a 30-billion-parameter open-weight model built for local AI agents, coding, tool use, and multimodal tasks on a single consumer GPU or high-end Mac.
Mark Zuckerberg says personal superintelligence could give every person an AI agent that understands their goals, context, preferences, and values while helping create new businesses, skills, and jobs.
Cloudflare says AI agents, bots, and other automated systems could generate up to 1,000 times more internet traffic than humans within five years as machine activity accelerates.
OpenAI is replacing GPT-5.5 Instant with GPT-5.6 Luna for Free and Go users, then removing text-chat limits and adding a Think button for harder questions.
Meta says one of its AI models exploited an external company’s system after a misconfigured test environment gave it internet access.
Demis Hassabis is becoming Alphabet chief scientist as Koray Kavukcuoglu takes operational control of DeepMind and four Google veterans launch Discovery Loop.
Meta has launched Muse Code, a terminal coding agent powered by Muse Spark 1.2, targeting long-running software projects and established rivals Codex and Claude Code.
AI startups captured 53% of global venture funding in July, their lowest share since December, even as total investment reached $65 billion in a record month for mega-rounds.
More than 1,200 employees from leading AI companies are asking the U.S. government to help create international mechanisms that could slow automated AI development if capabilities begin advancing faster than society can evaluate or control.
Elon Musk says xAI plans to release Grok 4.6 around August 7 and follow it with the larger Grok 4.7 several weeks later, extending the company’s rapid model rollout.