Natural Language Generation, or NLG, covers systems that produce written or spoken language. Applications include summarization, translation, dialogue, report generation, data-to-text explanations, and creative assistance. Earlier NLG pipelines often separated content selection, sentence planning, and surface realization, while modern language models can generate complete passages from prompts and context. Quality includes more than grammatical fluency: output should be relevant, factual when required, coherent, appropriately styled, and safe for its audience. Evaluation uses task-specific metrics and human review because many prompts have multiple valid responses. Production systems may also need grounding, templates, controlled vocabulary, citations, and human approval.
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.
Apple will rely on Google’s Gemini models and cloud infrastructure to power future artificial intelligence features, including Siri. The multi-year partnership supports Apple’s next generation of foundation models.
Lenovo introduced Qira, a system-level AI spanning PCs, tablets, smartphones, and wearables. The assistant offers context-aware, cross-device intelligence for writing, collaboration, and workflow management.
SoftBank has finalized its $40 billion investment in OpenAI, increasing its stake above 10%. The funding supports AI infrastructure initiatives, joint ventures, and OpenAI’s broader growth, including plans for a potential IPO.
The Association of Chartered Certified Accountants will discontinue remote exams from March 2026, citing rising misconduct linked to AI tools. Most candidates will return to in-person test centers.
OpenAI is hiring a Head of Preparedness to study emerging risks tied to rapidly advancing AI models, including mental health impacts and cybersecurity threats. The move reflects rising concern over how frontier capabilities could be misused as models grow more powerful.
OpenAI is rolling out “Your Year with ChatGPT,” an annual review feature that summarizes how users interacted with the chatbot over the past year. The tool is available to eligible users across several English-speaking markets, including the United States.
Chinese generative AI startups MiniMax and Zhipu AI have disclosed their financials ahead of potential Hong Kong listings, highlighting modest revenues and mounting losses compared with U.S. peers.