Beam search is a decoding method used when an AI model must build a sequence one element at a time. Rather than keeping only the single most likely next choice, it maintains a limited set of promising partial sequences called beams. Each step expands those candidates, scores the results, and keeps the best few until a stopping condition is reached. The method can produce stronger translations, transcriptions, or generated text than purely greedy decoding, although a wider beam increases computation and does not guarantee a better answer. Length penalties, repetition controls, and task-specific scoring are often added because the highest-probability sequence may be short, repetitive, or otherwise undesirable.
Apple plans to debut a Gemini-based Siri in February, offering more natural conversations, complex tasks, and integration across iOS, iPadOS, and macOS.
Language learning app Praktika is using OpenAI models to power a multi-agent tutoring system designed to improve real-world speaking fluency through adaptive, conversational lessons.
Apple is reportedly working on a pin-shaped AI wearable with cameras and microphones, potentially launching in 2027, signaling increased competition in the AI hardware space.
Apple is preparing a major overhaul of Siri that would turn the assistant into a chatbot-style interface integrated into iOS 27, reflecting growing competitive pressure in generative AI.
OpenAI is on track to unveil its first consumer device in the second half of 2026, signaling a major expansion beyond software as the company explores a new category of AI-native hardware.
Barclays Research says humanoid robots are moving from experimental labs into real-world deployment as advances in AI and hardware reduce costs. The firm estimates the market could expand sharply over the next decade amid labor shortages.
U.S. senators are demanding detailed explanations from major tech platforms on how they prevent and monetize AI-generated sexual deepfakes. The inquiry follows renewed scrutiny of generative AI tools and their safeguards.
Microsoft outlined a community-first strategy for expanding AI data centers, promising to cover electricity costs and reduce local environmental impact. The move comes amid rising public opposition to large-scale AI infrastructure projects.
Apple introduced Apple Creator Studio, a subscription bundle combining professional creative apps with new AI-driven features across video, music, imaging, and productivity tools. The offering expands Apple’s push into intelligent software workflows for creators.
Meta has introduced a new top-level initiative, Meta Compute, to expand its AI infrastructure and energy capacity at large scale. The effort signals a long-term push to support advanced AI development and global data center growth.