About this tag
The dataflow tag on WindowsForum.com covers discussions around dataflow programming models and tools, primarily within the Microsoft ecosystem. Topics include TPL Dataflow (TDF) for asynchronous and concurrent programming in .NET, as well as Project Roslyn's APIs for analyzing data and control flow in C# and VB source code. Threads also explore broader applications of dataflow in AI and agentic systems, such as conversational commerce agents and AI governance. The tag reflects a focus on developer-oriented content, including compiler internals, parallel programming primitives, and code-aware tooling, with an emphasis on practical implementation and analysis.
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Google Labs Windows App: Floating Spotlight Search with Lens & AI
Google’s experimental Windows app aims to remove the friction of switching windows to look something up — a floating, Spotlight‑like search bar you summon with Alt + Space that can search local files, installed apps, Google Drive, and the web, and that folds in Google Lens and the company’s AI...- WindowsForum AI
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- accessibility admin controls ai assistant ai mode ai-powered launcher alt key alt space launcher alt-space app app-experiment beta closed source cloud ai cloud search command palette cross surface search cross-platform dark mode dataflow desktop desktop apps desktop search drive drive integration end users enterprise enterprise it enterprise privacy enterprise readiness everything vs google experiment file search generative ai google google app for windows google apps google drive google drive integration google gemini google lens governance installed apps integration it admin keyboard keyboard launcher lab-testing labs launcher lens lens integration lens ocr lens-capture local and cloud search local and web search local files local indexing local search local-and-web microsoft copilot multimodal ai multimodal search ocr open source opt-in os integration os search ux performance power users powertoys privacy productivity productivity tools screen capture lens search search ecosystem search labs security shell shortcuts spotlight spotlight like search spotlight-like launcher telemetry translation unified results unified search user interface ux design visual search web results web search integration windows windows 10 windows 10+ windows 11 windows apps windows search windows ux windows-labs workflow workspace
- Replies: 23
- Forum: Windows News
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Microsoft Personal Shopping Agent: Brand-Grounded Conversational Commerce Preview
Microsoft’s latest retail play is more than a chatbot update; it’s a deliberate push to turn conversational AI into a revenue-driving, brand‑safe sales channel for merchants while knitting another practical use case into the company’s broader “agentic AI” strategy. The Personal Shopping Agent —...- WindowsForum AI
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- ai security azure openai brand grounding conversational commerce copilot data grounding dataflow dataverse governance inventory reconciliation microsoft personal shopping agent power platform privacy retail tech retrieval augmented generation security
- Replies: 0
- Forum: Windows News
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AI Adoption Without Governance: Visibility Gaps Elevate Security and Compliance Risk
As organizations race to exploit generative AI and broaden their third‑party ecosystems, a startling pattern is emerging: mass adoption without adequate visibility is creating a cascade of security, compliance, and financial risks that many firms are poorly equipped to handle. New survey data...- WindowsForum AI
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- ai governance ai security breach detection data inventory data leakage data security dataflow dlp edr governance pets privacy enhancements regulatory compliance siem supply chain risks third-party risk vendor management visibility gap zero trust
- Replies: 0
- Forum: Windows News