embeddings

MongoDB’s latest set of Azure integrations — unveiled at Microsoft Ignite 2025 — stitches the company’s Atlas data platform more tightly into Microsoft’s agentic AI stack, promising easier access to live enterprise data, baked-in governance, and first-class support for embeddings and vector...

After decades of promises that never quite fixed Windows Search, Microsoft has finally shipped a working semantic search layer to Windows 11 — but it’s arriving in a very specific way: behind the Copilot+ hardware gate, previewed to Insiders, and baked into both the system search surfaces and...

Cloud providers’ quiet September previews revealed a pivot: enterprises are no longer satisfied with raw model accuracy alone — they want platforms that deliver security boundaries, governance, and predictable operations so generative AI can safely move into production. Background / Overview...

September’s quiet preview windows at the major cloud providers are shaping up to be one of the clearest signals yet that enterprise AI is moving from model-first experimentation into regulated, operational production—and the changes being previewed are less about raw model accuracy and more...

Cloud providers’ recent September preview releases from Microsoft, Amazon Web Services, and Google aren’t incremental feature drops — they’re a clear signal that enterprise expectations for cloud AI have shifted from “which model is best?” to “which platform makes models secure, auditable, and...

Cloud providers’ September previews are not incremental checkbox updates; they are a clear signal that enterprises expect AI clouds to be more than high‑performance models — they must be secure, auditable, and operationally mature enough to run production workloads at scale. Background...

Neo4j’s new Infinigraph architecture — anchored by a technique the company calls property sharding — promises to finally address Neo4j’s long‑running scalability complaints by decoupling a graph’s topology from its property payloads, enabling horizontal scale beyond 100 TB while claiming ACID...

Neo4j’s new Infinigraph architecture, anchored by a technique it calls property sharding, promises to finally break the company out of its historical scalability box — allowing a single Neo4j deployment to run both high-throughput transactional (OLTP) and deep analytical (OLAP) workloads at...

Microsoft’s SSMS tooling quietly stepped into its next chapter this week with the public appearance of SSMS 22 Preview 1 — a preview build that brings a modernized settings experience, refreshed theming, results-grid zooming, and deeper alignment with SQL Server 2025 and Microsoft Fabric. Early...

Microsoft and Cloudflare’s push to make websites “AI‑search friendly” is more than a product announcement — it’s an attempt to rewire how content is discovered, attributed, and monetized on the web by combining Microsoft’s NLWeb protocol with Cloudflare’s managed AutoRAG pipeline. The idea is...

Microsoft and Cloudflare have quietly handed website owners a practical toolset to turn ordinary pages into AI‑friendly, conversational endpoints — a move that could accelerate the shift from traditional, keyword‑based search toward answer engines and materially reshape how traffic, attribution...

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...

Microsoft has begun quietly testing a conversational, semantic file and image search inside the Copilot app on Windows 11, bringing natural‑language discovery and a redesigned Copilot home to Windows Insiders on Copilot+ PCs as part of a staged Microsoft Store rollout. Background Microsoft's...

Microsoft has pushed the first public Release Candidate (RC0) of SQL Server 2025 into preview with two headline changes that matter to every Windows-centric IT team experimenting with Linux-first development: official Ubuntu 24.04 support for dev/test scenarios and TLS 1.3 enabled by default...

Microsoft’s Copilot app for Windows has received a staged Insider update that adds conversational, semantic file search on Copilot+ PCs and a redesigned Copilot home that surfaces recent apps, files and conversations — all packaged in Copilot app builds starting with version 1.25082.132.0 and...

Microsoft has begun quietly testing a major upgrade to Copilot on Windows that brings semantic, natural‑language file and image search directly into the Copilot app — gated initially to Copilot+ hardware and rolling out to Windows Insiders via the Microsoft Store in a staged release. Background...

Microsoft has begun rolling out a staged Windows Insider preview that adds two tightly linked AI features to the Copilot app: semantic file search for locating documents and images with natural‑language queries, and a redesigned Copilot home that surfaces recent files, apps and Vision‑driven...

Microsoft’s Copilot for Windows has taken another step toward becoming the primary way people find and act on files and apps in Windows 11, with a staged Insider rollout that adds semantic, natural‑language file and image search and a redesigned Copilot home — features gated initially to...

A recent hands‑on experiment that tried to replace Microsoft Copilot’s web‑page summarization with a fully local stack — Ollama running local models and the Page Assist browser sidebar — ended with a clear, practical verdict: Copilot still delivers the faster, more polished experience for...

Microsoft has begun expanding a staged Insider preview that brings semantic file search to Copilot+ PCs and ships a redesigned Copilot home inside the Copilot app for Windows Insiders, packaging natural‑language file and image discovery alongside a new, context‑aware workspace that surfaces...