About this tag
Knowledge graphs are a recurring theme across WindowsForum discussions, appearing in enterprise AI, data management, and research contexts. Several threads describe how knowledge graphs connect disparate data sources—such as media archives, procurement records, research publications, and industrial operational data—into a unified, queryable structure that enables AI agents and analytics to reason about relationships. Microsoft Fabric's native graph database, built on LinkedIn technology, allows analysts and AI to model entity relationships directly on OneLake without costly ETL. Other examples include Monash University's RAPPA platform linking researchers and funding, and SymphonyAI's IRIS Foundry using knowledge graphs for industrial AI. The tag covers graph-based approaches to data governance, discovery, and auditable AI workflows.
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Turn Media Archives Into Rights-Aware GenAI with Fabric, Purview, and Copilot
Media companies can turn archives into revenue-ready GenAI systems by ingesting assets with provenance, enriching them with multimodal metadata, connecting them to rights data through a knowledge graph, and exposing governed discovery through tools such as Microsoft Fabric, Purview, Azure AI...- WindowsForum AI
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- genai governance knowledge graph media archives rights aware search
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- Forum: Windows News
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AWS Continuum and Context: Control Plane for Secure Enterprise AI Agents
Amazon Web Services announced AWS Continuum and AWS Context at AWS Summit New York on June 17, 2026, positioning the two services as production controls for enterprise AI agents that must fix software risk and understand company data before acting. The launch is less about another model race...- WindowsForum AI
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- aws continuum enterprise ai agents knowledge graph security automation
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- Forum: Windows News
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Zendesk and Microsoft Agent 365 Bring AI-Driven Employee Service to Copilot
Zendesk’s latest move to embed its AI-first Resolution Platform into Microsoft’s Copilot and Agent 365 ecosystem promises to change how IT, HR and Finance teams deliver employee service — bringing ticketing, knowledge and action workflows directly into the apps employees use every day while...- WindowsForum AI
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- agent 365 ai governance ai integration copilot integration employee service automation enterprise governance flow of work knowledge graph microsoft 365 zendesk copilot zendesk microsoft integration zendesk resolution platform
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- Forum: Windows News
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RAPPA: Monash's graph AI platform for research discovery and impact
Monash University is piloting a graph-database and generative-AI platform — Research and Publications Pattern Analysis (RAPPA) — that links researchers, publications, equipment and funding into a single, queryable knowledge graph to improve discoverability and measure return on research...- WindowsForum AI
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- data analytics generative ai knowledge graph university data governance
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- Forum: Windows News
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Rohirrim AI Reimagines Procurement with Auditable Data First Workflows
In an industry long defined by paper trails, multi‑month reviews, and opaque decision paths, a new generation of startups is rewriting the rulebook for procurement—and one of the most consequential entrants is Rohirrim. Using generative AI, knowledge graphs, and retrieval‑augmented generation...- WindowsForum AI
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- ai procurement auditable ai knowledge graph procurement
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- Forum: Windows News
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Microsoft Fabric expands Oracle/BigQuery mirroring and adds Graph on OneLake
Microsoft’s Fabric platform just widened its berth for enterprise data: Fabric now supports mirroring from Oracle and Google BigQuery into OneLake, and it adds a native graph database built on technology from LinkedIn to model relationships at scale. The mirroring capability creates a Delta...- WindowsForum AI
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- ai bigquery cdc data governance data integration delta lake directlake enterprisedatafabric fabric graph iceberg knowledge graph linkedin microsoft fabric mirroring multi-cloud onelake oracle parquet power bi
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- Forum: Windows News
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IRIS Foundry in Teams & Copilot: Industrial AI in the Flow of Work
SymphonyAI’s IRIS Foundry is now available inside Microsoft Teams and Microsoft 365 Copilot, bringing conversational, actionable industrial intelligence directly into the collaboration surface used by frontline operators and engineers — a move that promises to reduce context switching...- WindowsForum AI
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- dataops frontline operations governance industrial ai iris foundry knowledge graph mcp microsoft azure microsoft teams model context protocol ot it integration predictive maintenance symphonyai
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- Forum: Windows News
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IRIS Foundry in Teams & Copilot: Real-Time Industrial AI via MCP
SymphonyAI’s industrial AI platform, IRIS Foundry, is now directly available inside Microsoft Teams and Microsoft 365 Copilot via the Model Context Protocol (MCP)—bringing real‑time operational visibility, contextualized plant data, and automated workflows into the exact collaboration surface...- WindowsForum AI
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- copilot dataops edge edge deployments in-flow conversational industrial ai iris foundry knowledge graph mcp protocol microsoft copilot microsoft teams model context protocol namespace ot it integration workflow automation
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- Forum: Windows News
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IRIS Foundry in Teams & Copilot via MCP: Real-Time Industrial AI for Frontline
SymphonyAI’s IRIS Foundry is now embedded directly into Microsoft Teams and Microsoft 365 Copilot via the Model Context Protocol (MCP), bringing real‑time industrial intelligence, automated workflows, and role‑based copilots into the flow of frontline work—and changing how manufacturing and...- WindowsForum AI
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- copilot cortex ai data governance dataops edge deployments industrial ai iris foundry knowledge graph mcp microsoft copilot microsoft teams model context protocol ot it integration
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- Forum: Windows News
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IRIS Foundry in Teams and Copilot via MCP: Industrial AI in the Flow of Work
SymphonyAI’s IRIS Foundry now appears directly inside Microsoft Teams and Microsoft 365 Copilot, promising to move industrial AI from dashboards and backrooms into the daily workflows of plant operators and frontline teams—using the Model Context Protocol (MCP) to connect OT data, AI reasoning...- WindowsForum AI
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- ai in business ai workflows anomaly detection asset intelligence asset management automation copilot cortex ai dataops edge edge computing edge deployments energy frontline operations governance industrial ai industrial iot iris foundry knowledge graph manufacturing mcp mes cmms integration microsoft azure microsoft copilot microsoft teams model context protocol mttr namespace operational ai ot it integration plant downtime plant operations predictive maintenance prescriptive analytics prescriptive automation runtime decisioning safety governance security security governance symphonyai workflow workflow automation
- Replies: 3
- Forum: Windows News
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Defending Your Identity Against AI Hallucinations: A Practical Reputation Playbook
AI assistants can — and do — confidently tell strangers that you committed a crime, voted a different way, or hold beliefs you don’t, and when that happens the damage is immediate, hard to correct, and increasingly baked into products people use for hiring, vetting, and decision-making. This is...- WindowsForum AI
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- ai ethics ai hallucinations ai risks brand protection crisis management defamation risk digital identity entity home entity-disambiguation governance knowledge graph knowledge panel misattribution reputation management reputation remediation schema markup structured data vendor management
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- Forum: Windows News
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RDFa on WhiteHouse.gov: Early Semantic Web for Government (2009)
When a government website begins to expose machine-readable metadata in its HTML, it’s not a trivial cosmetic change — it is a deliberate technical decision with consequences for search, data reuse, transparency, and the way downstream services and mashups can consume official information. In...- WindowsForum AI
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- civic technology cms data governance data transparency drupal government data knowledge graph mashup open data public sector rdfa search optimization semantic web structured data w3c web standards white house
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- Forum: Windows News
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Agentic AI in Drilling: OMV-DeepIQ-Microsoft Pilot for Well Construction Optimization
DeepIQ and OMV Energy have announced a joint effort with Microsoft to deploy agentic AI across OMV Energy’s drilling operations, beginning with a pilot for well construction optimization that DeepIQ says will automate the corporate learning loop and deliver context‑aware workflows for well...- WindowsForum AI
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- agentic ai azure openai data governance dataops deepiq digitalization drilling optimization edge computing hybrid cloud knowledge graph lakehouse microsoft azure omv energy operational risk subsurface modelling well construction workflow automation
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- Forum: Windows News
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GraphDB 11 by Graphwise: Advanced Graph Database for Reliable AI and Data Integration
Graphwise has unveiled GraphDB 11, a significant advancement in graph database technology designed to empower organizations in constructing enterprise-wide data fabrics essential for reliable AI applications. This latest release introduces a suite of features aimed at enhancing integration with...- WindowsForum AI
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- ai applications ai integration ai optimization ai-driven knowledge hubs data fabric data governance enterprise ai enterprise data entity linking graph technology graphql graphrag knowledge graph knowledge management large language models mcp protocol microsoft graph performance scaling scalable data infrastructure semantic ai
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- Forum: Windows News
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BenchmarkQED: The Ultimate Open-Source Benchmarking Suite for Retrieval-Augmented Generation Systems
Retrieval-augmented generation, commonly abbreviated as RAG, has become an indispensable paradigm in the landscape of generative artificial intelligence, especially as enterprises and researchers increasingly seek precise answers over their proprietary data. Yet, the rapid evolution of RAG...- WindowsForum AI
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- ai benchmarks ai evaluation ai research autod autoe autoq benchmark dataset sampling enterprise ai generative ai knowledge graph large language models llm evaluation llms microsoft open source rag retrieval augmented generation synthetic queries system evaluation
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- Forum: Windows News
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Microsoft Dataverse and Agentic AI: The Future of Enterprise Automation
From the bustling floors of Microsoft Build to boardrooms and app studios worldwide, the spotlight is squarely on Microsoft Dataverse—a platform increasingly recognized as the connective tissue of modern enterprise agentic AI. Its latest enhancements, unveiled at Build, are not just iterative...- WindowsForum AI
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- agentic ai ai infrastructure ai platforms ai security ai standards automation copilot data integration dataverse digital transformation document processing generative ai knowledge graph knowledge retrieval low-code development microsoft multi-agent orchestration power platform vector indexing workflow
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- Forum: Windows News
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Microsoft Discovery: Accelerating Scientific Research with AI and Graph Mapping
Scientific discovery, for centuries, has been an intricate ballet of intuition, rigor, serendipity, and painstaking iteration. For all its intellectual beauty, the process has long been associated with one inescapable flaw: slowness. Today, as humanity wrestles with existential threats—climate...- WindowsForum AI
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- ai ai in science artificial intelligence build 2025 cross-disciplinary research data science data-driven innovation discovery explainable ai future of science high-impact innovation hybrid research systems knowledge graph machine learning r&d innovation research optimization research technology science automation science collaboration technology platform
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- Forum: Windows News
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Microsoft Discovery Platform 2025: Revolutionizing R&D with AI and Knowledge Graphs
Microsoft’s much-anticipated unveiling of its Discovery platform at Build 2025 signals a pivotal moment in the ongoing reinvention of research and development for science and engineering. Over the past decade, R&D has been touched by artificial intelligence, high-performance computing, and...- WindowsForum AI
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- agentic ai ai collaboration ai r&d ai transparency data integration drug discovery enterprise r&d high-performance computing innovation acceleration knowledge graph materials science medical research microsoft azure microsoft discovery regulatory compliance research research innovation scientific knowledge semiconductor design sustainable chemistry
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- Forum: Windows News
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Microsoft Research’s AI Revolution: Innovations, Strategies, and the Future of Scientific Discovery
Microsoft’s journey as both a leader and “customer zero” in artificial intelligence innovation is emblematic of how entrenched research traditions can be disrupted—and ultimately enhanced—by the very technologies they seek to understand and improve. The company’s deliberate approach to...- WindowsForum AI
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- ai collaboration ai democratization ai ethics ai industry trends ai innovation ai security ai tools artificial intelligence data visualization foundation models future of ai knowledge graph large language models machine learning microsoft research open research research methodologies research transformation retrieval augmented generation science and technology
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- Forum: Windows News
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Graphwise for Microsoft 365: Transforming Enterprise Data with Semantic AI and Knowledge Graphs
In today's accelerating digital landscape, the challenge organizations face is no longer the absence of information but managing its overwhelming abundance—especially within sprawling ecosystems like Microsoft 365. As enterprises wield increasing volumes of data across Teams, SharePoint...- WindowsForum AI
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- ai integration ai search ai-driven insights artificial intelligence collaboration tools content management data governance digital transformation enterprise ai enterprise search graph api information sprawl knowledge automation knowledge graph knowledge management microsoft 365 microsoft ai semantic ai tagging virtual assistant
- Replies: 0
- Forum: Windows News