Artificial Intelligence
Artificial Intelligence concepts, models, systems.
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OpenAI’s Human Evaluation Layer Has an AI-Contamination Problem: Some Trainers Used Models to Train the Models
One of the most important inputs into an AI system is supposed to come from outside the AI system: human judgment. A new investigation suggests that boundary can fail in practice.....
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Copilot Moves From Generating Answers to Hosting Governed Software: AI-Created Apps Now Run Inside the Enterprise Knowledge Layer
Microsoft is moving Copilot beyond generating answers and code into operating the software that AI helps people create. Copilot Managed Runtime, now in public preview, provides a M...
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Microsoft Gives Copilot a Persistent Identity, Memory and Computer—Discovery Agents Can Now Keep Working Without Another Prompt
Microsoft is turning Copilot from an assistant that waits for the next interaction into an agent that can remain present between interactions. The company’s new Autopilot capabilit...
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OpenAI Productizes the Entire Research Harness: Developers Can Now Build Persistent Search Agents With Native Web Retrieval
OpenAI has turned much of the infrastructure behind its long-running agents into a public developer product. The new Agents API, released in public beta on September 10, packages d...
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Personalized AI Discovery Can Become Invisible Upselling: Your Inbox May Change Which Product the Agent Ranks First
Personalization is supposed to make an AI agent more useful. Give it access to your inbox, preferences and history, and the system can theoretically choose products that fit your n...
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Your AI Visibility Dashboard May Be Measuring the Wrong Reality: Chatbot Interfaces and APIs Barely Share the Same Sources
AI visibility dashboards are increasingly being sold as the generative-search equivalent of rank trackers: enter a set of prompts, monitor which brands and domains appear, and use....
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Shopify Makes Every Store Transaction-Ready for Meta Muse—AI Visibility Can Now End in a One-Tap Agentic Checkout
Meta's Muse agent launched with the ability to search the web, compare products and prepare purchases, but its original payment story still depended on which checkout infrastructur...
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Google Recommends the Indexing API for Job Sites—but Operators Say Its Approval Queue Has Gone Silent
Google tells job sites that its Indexing API can prompt Googlebot to crawl job posting URLs sooner than a sitemap. For operators trying to run that recommendation at production sca...
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Don’t Outreach to Domains—Outreach to the Exact Pages AI Already Uses to Answer Your Buyers’ Questions
Traditional link building often starts with a domain: identify an authoritative publication, find a contact and pitch for coverage or a backlink. A new workflow from Semrush propos...
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OpenAI Is Closing the Custom GPT Era—and Moving AI Discovery From the GPT Store to Plugins
OpenAI is preparing to retire one of ChatGPT's most recognizable creator formats. Custom GPTs — the configurable assistants that helped turn ChatGPT into a marketplace of specializ...
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Headings and Lists Can Redistribute AI Citation Credit—but They Don’t Reliably Get a Source Into the Answer
Headings and lists may change how an AI answer engine distributes citation credit after sources have already been retrieved, but a new controlled experiment does not show that form...
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