Sequence-to-sequence, or Seq2Seq, describes models that map an input sequence to an output sequence whose length may differ. Machine translation converts words in one language into another, speech recognition maps audio frames to text, and summarization produces a shorter sequence from a longer document. Many Seq2Seq systems use an encoder to represent the input and a decoder to generate output step by step, often with attention between them. Transformer encoder–decoder architectures largely replaced earlier recurrent designs. Training typically uses paired examples and token-level loss, while inference relies on greedy, beam, or sampling-based decoding. Quality depends on alignment, context limits, data coverage, and evaluation beyond surface overlap.
SoftBank is reportedly evaluating a multibillion-dollar AI data center project in France following talks with President Emmanuel Macron.
OpenAI has released three new realtime audio models for developers, including GPT-Realtime-2 for conversational AI agents, a live translation system supporting more than 70 languages, and a streaming speech-to-text model.
The European Commission is in ongoing talks with OpenAI and Anthropic over AI model access, transparency, and regulatory engagement.
Tether Data has introduced QVAC MedPsy, a family of compact medical AI models designed for smartphones, laptops, and edge devices. The company claims the models outperform significantly larger healthcare-focused systems while reducing inference costs and token usage.
Elon Musk said xAI will cease operating as an independent company and become fully integrated into SpaceX under a new SpaceXAI structure. The move combines Musk’s AI models, compute infrastructure, and aerospace operations into a single organization.
OpenAI has released ChatGPT integrations for Excel and Google Sheets, allowing users to build, edit, and analyze spreadsheets directly inside the applications.
Panthalassa has raised $140 million to scale offshore AI computing systems powered by ocean waves. The company says its floating infrastructure could help solve the energy and cooling constraints facing AI data centers.
Anthropic has signed a compute agreement with SpaceX that adds access to more than 220,000 NVIDIA GPUs at the Colossus 1 data center. The added capacity is already being used to raise Claude usage limits and API availability.
Anthropic has signed a deal to access SpaceXAI’s Colossus 1 supercomputer, adding more than 220,000 NVIDIA GPUs to support Claude training and inference workloads.
OpenAI’s rumored AI-focused smartphone could enter mass production in 2027, earlier than previously expected, according to analyst Ming-Chi Kuo.