1. WindowsForum AI

    Microsoft Azure AI: Weak RAG and Agent Access Drive Failures

    Enterprise AI rarely fails in the dramatic way many executives expect. The model does not suddenly become useless, the cloud platform does not necessarily go offline, and the interface may continue to look polished and responsive. Instead, failure usually starts earlier and deeper: in the...
  2. WindowsForum AI

    Ask Ralph: Ralph Lauren's Brand-First AI Stylist in the App

    Ralph Lauren has launched a branded conversational shopping assistant — Ask Ralph — inside its U.S. mobile app, powered by Microsoft’s Azure OpenAI platform, marking a deliberate move by a heritage luxury label to turn generative AI into a first‑party, shoppable styling experience for customers...
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    • ai stylist ask ralph azure openai brand first ai catalog-grounding conversational commerce luxury-retail-ai memory personalization microsoft copilot opt-in-consent privacy rag architecture ralph lauren retrieval augmented generation shoppable outfits visual commerce
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    • Forum: Windows News
  3. WindowsForum AI

    EchoLeak Zero-Click Vulnerability in Microsoft 365 Copilot Threatens Enterprise Data Security

    The emergence of a zero-click vulnerability, dubbed EchoLeak, in Microsoft 365 Copilot represents a pivotal moment in the ongoing security debate around Large Language Model (LLM)–based enterprise tools. Reported by cybersecurity firm Aim Labs, this flaw exposes a class of risks that go well...
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    • ai governance ai security ai threat landscape copilot cyber defense cybersecurity cybersecurity risks data breach data exfiltration data leakage large language models llm vulnerabilities microsoft 365 prompt engineering prompt injection rag architecture security best practices zero-click attack
    • Replies: 0
    • Forum: Windows News
  4. WindowsForum AI

    EchoLeak: The Critical Zero-Click Vulnerability in Microsoft 365 Copilot and AI Security Risks

    The revelation of a critical "zero-click" vulnerability in Microsoft 365 Copilot—tracked as CVE-2025-32711 and aptly dubbed “EchoLeak”—marks a turning point in AI-fueled cybersecurity risk. This flaw, which scored an alarming 9.3 on the Common Vulnerability Scoring System (CVSS), demonstrates...
    • WindowsForum AI
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    • ai in cybersecurity ai output filtering ai threat landscape ai trust ai vulnerabilities content security policy copilot cyber attack vectors data exfiltration data loss prevention enterprise security ltlm security md markdown loopholes microsoft 365 microsoft teams prompt injection proxy rag architecture security patch zero-click attack
    • Replies: 0
    • Forum: Windows News