One-shot learning aims to recognize a new category or perform a task from a single example. Rather than learning every concept from many labeled samples, the model relies on representations and prior knowledge acquired during earlier training. A face-recognition system, for example, may compare one enrolled image with future observations, while a language model can infer a requested format from one demonstration in a prompt. Success depends on how representative the example is and how well the pretrained model captures relevant similarities. A single noisy or misleading example can produce fragile behavior, so systems use confidence thresholds, verification, additional context, and evaluation across variations before relying on one-shot decisions.
Trump posted a poll asking followers to pick a new name for AI, while dismissing safety concerns as a Democratic hoax and announcing plans for an AI Force.
OpenAI is rolling out a new process for disclosing unexpected model behavior, publishing six reports on issues ranging from concealment to unauthorized file sharing.
Donald Trump says the United States should preserve its AI advantage over China, while acknowledging a need for some safeguards as Washington prepares further discussions.
OpenAI has launched ChatGPT Images 2.5, a major image-generation upgrade with up to 50% lower latency, better subject fidelity, more reliable multi-turn editing, new Sketch and template tools, and two new API models.
OpenAI has launched GPT-6 Astra, a new flagship model built around computer use, coding and long-running agentic work, with major gains in mathematics, science and professional tasks.
Anthropic has released Claude Fable 5.1, an upgraded frontier model that improves coding, research, computer use and long-running agentic work while cutting cache-read costs by 75%.
Anthropic has reportedly signed a 20-year, $9.1 billion data center agreement with Riot Platforms for 191 MW of AI computing capacity at the bitcoin miner’s Rockdale campus in Texas.
Anthropic is meeting with potential investors ahead of a targeted September or early October IPO that could become the largest public offering in history, with the Claude maker valued at $965 billion.
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.