TLDR AI 2025-10-24

Keyword-based search might officially be dead. Search is no longer static, but it's intelligent, adaptive, and powered by AI. Read about how leading teams are using semantic search, vector embeddings, and real-time AI to deliver faster, more personalized user experiences. Download the Algolia white paper →

OpenAI's new 'company knowledge' feature for ChatGPT Business, Enterprise, and Edu brings context from connected apps together inside ChatGPT, giving users answers specific to their business. It is powered by a version of GPT-5 that is trained to look across multiple sources to give more comprehensive and accurate answers. Every response includes clear citations. The feature respects existing company permissions, so ChatGPT can only access what each user is already authorized to view.

OpenAI has acquired Software Applications Inc., creators of Sky, a natural language interface for macOS, bringing closer integration between ChatGPT and native desktop workflows.

Testing implicit value systems across current LLMs reveals that almost all models value nonwhites over whites and women over men by large margins—Claude Sonnet 4.5 values saving whites from terminal illness at 1/18th the level of South Asians, while GPT-5 shows near-perfect egalitarianism except for whites valued at 1/20th nonwhites. The methodology involved sending thousands of queries comparing hypothetical scenarios like "receive $X vs. save Y people from terminal illness," training a utility model on pairwise preferences without directly asking about values to avoid ethics filters, then calculating exchange rates, showing how many of one group equals another.

One technique woefully underutilized by agents today is the humble hyperlink. Links are a powerful tool for context engineering because they are simple, flexible, and efficient. Developers don't need any new technology to start making linked content. Hyperlinks are such a powerfully efficient mechanism for information transversal that it is difficult to imagine a future of agents that doesn't include linked context.

Join Encord's exclusive AI meetups across the US & UK. Make new connections with fellow developers, enjoy free food and drinks, and get advice from panels of world-class AI leaders. Next up: Palo Alto.Find an event near you (or register for updates on upcoming events)

OpenEvolve is an evolutionary coding agent that turns large language models (LLMs) into autonomous code optimizers that can discover breakthrough algorithms. In tests, it independently discovers and surpasses highly optimized algorithms engineered by human experts to achieve a 5.0x speedup in LLM inference. The ability to devise sophisticated computational strategies proves that AI-Driven Research for Systems can tackle complex, real-world problems.

This post discusses how vision-language models can be used to accurately extract structured text from PDFs, overcoming the format's inherent layout and encoding challenges to improve LM training and output quality.

Mico is a bouncing orb character for Copilot's voice mode that responds with real-time facial expressions and incorporates new memory features.

Microsoft unveiled new features in Edge's Copilot Mode, intensifying competition with OpenAI's Atlas browser, which was released earlier this week. Copilot now includes advanced functionalities like "Actions" for form-filling and "Journeys" for connecting open tabs, emphasizing its role as an AI browser companion.

Not sure which multi-agent orchestration framework is right for your use case? See how Cognizant's Neuro SAN compares against other frameworks and how each handles communication, interoperability, secure data, and more. 👉 Read the blog

Oracle and OpenAI are working with hyperscaler Vantage Data Centers to develop a data center campus outside Milwaukee.

Anthropic announced plans to expand Google Cloud usage to up to one million TPUs in a deal worth tens of billions of dollars, bringing over a gigawatt of capacity online in 2026.

Microsoft's Copilot Fall Release focuses on building AI that is adaptive, contextual, and grounded in human values.

Genie 3 enables users to generate virtual worlds from text prompts in a web-based playground.