Multimodal AI processes or generates more than one type of information, such as text, images, audio, video, sensor readings, or actions. A system might answer questions about a chart, create an image from a description, transcribe speech while recognizing speakers, or guide a robot using visual and language input. Models align different modalities in shared representations so information from one form can influence another. This creates flexible interfaces but also introduces new failure modes: visual content may contradict text, timing may be misaligned, and harmful information can cross between modalities. Evaluation must cover each input type, their combinations, accessibility needs, permissions, and the real conditions in which the system operates.
OpenAI’s annualized revenue was nearing $50 billion, below earlier reports near $70 billion. Different treatment of partner sales helps explain the gap.
Anthropic’s new policy bans extreme, repeated abuse of Claude from November 12, while excluding ordinary frustration, disagreement, fiction and testing.
Jeff Bezos says AI could let families live on one income or work three days a week, but has offered no timetable or plan for sharing the gains.
Claude Haiku 5.5 cuts costs for everyday AI tasks, with API rates up to 20x below Sonnet and Anthropic-reported benchmark gains over GPT-6 Luna.
Google’s SynthID Detector is now available globally for image, video and audio checks. It detects supported AI watermarks, rather than proving a file is real.
Google Playground turns prompts into browser games without coding. Unity Spark will add a more advanced creation path, with a closed beta coming soon.
Google’s Nano Banana 2.1 improves image quality, text and editing consistency while cutting its image-output token price to a quarter of Nano Banana Pro’s rate.
Mistral launches a Large 4 API preview with a trillion-parameter architecture, discounted pricing and enterprise-focused benchmarks. Open weights are due later this month.
OpenAI will watermark eligible ChatGPT and Codex text in the EU, but restricted detector access and editing-related limitations complicate the promise of identifying AI writing.
Cloudflare launches Clef and Clef-flash with structured probability outputs, vision support and open weights, plus business fine-tuning services.