ai grounding

Microsoft’s Copilot Researcher story is no longer just about faster answers. It is about a more layered research workflow, more model choice, and a clearer push toward agentic behavior inside Microsoft 365. The latest materials suggest that Microsoft has been steadily expanding what Copilot can...

Microsoft’s latest Copilot-for-Windows social video — produced with tech creator Judner Aura (UrAvgConsumer) and promoted on official Windows channels — backfired into a short, sharp lesson in AI grounding and marketing QA when the assistant pointed the user to the wrong settings path and...

Google’s NotebookLM arrived as a purpose-built, notebook-style research assistant that asks a deceptively simple premise: give the AI the documents you care about and let it answer questions, summarize, and generate study materials that are explicitly grounded in those sources. What makes...

AI systems are getting more capable, but the stubborn problem of hallucinations — confidently delivered, plausible-sounding falsehoods — remains a clear operational and governance risk for organizations deploying large language models today. Background Hallucinations are not a fringe bug; they...

Perplexity’s move to open its search stack to developers marks the clearest bid yet by a next‑generation “answer engine” to contest Google’s long‑standing dominance over web discovery, and it comes with a stack of technical, commercial, and legal implications that developers, publishers, and IT...

Cloudflare and Microsoft have launched a practical path for websites to become “AI-search friendly,” combining Microsoft’s open NLWeb protocol with Cloudflare’s AutoRAG retrieval engine so sites can answer plain‑language questions for both human visitors and AI agents via standard endpoints like...

Azure’s unveiling of Deep Research in AI Foundry represents a significant leap forward in automating and augmenting enterprise-scale web research. The moment marks a deepening of the agentic paradigm: moving beyond simply providing generative AI outputs, Microsoft is empowering organizations to...

Elon Musk’s journey from a young software enthusiast and Microsoft intern to the CEO of a major artificial intelligence company forging partnerships with his former employer is one of modern tech’s most compelling full-circle narratives. At Microsoft’s “Build 2025” developer conference, Musk...

Microsoft's recent decision to integrate Elon Musk's xAI models into its Azure cloud platform marks a significant shift in the tech giant's artificial intelligence (AI) strategy. This move not only diversifies Microsoft's AI offerings but also reflects the evolving dynamics within the AI...

The sudden announcement by Microsoft to retire Bing Search APIs on August 11, 2025 represents a pivotal shift not only for developers but for the broader search ecosystem that has long depended on open web data access. Since their inception, Bing Search APIs have provided a critical...