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	<title>generative AI &#8211; Noise</title>
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	<link>https://noise.getoto.net</link>
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		<title>Amazon Bedrock AgentCore adds quality evaluations and policy controls for deploying trusted AI agents</title>
		<link>https://noise.getoto.net/2025/12/02/amazon-bedrock-agentcore-adds-quality-evaluations-and-policy-controls-for-deploying-trusted-ai-agents/</link>
		
		<dc:creator><![CDATA[Danilo Poccia]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 16:14:36 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
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					<description><![CDATA[Deploy AI agents with confidence using new quality evaluations and policy controls—enabling precise boundaries on agent actions, continuous quality monitoring, and experience-based learning while maintaining natural conversation flows.]]></description>
		
		
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		<item>
		<title>Amazon S3 Vectors now generally available with increased scale and performance</title>
		<link>https://noise.getoto.net/2025/12/02/amazon-s3-vectors-now-generally-available-with-increased-scale-and-performance/</link>
		
		<dc:creator><![CDATA[Sébastien Stormacq]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 16:06:11 +0000</pubDate>
				<category><![CDATA[Amazon Simple Storage Service (S3)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
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					<description><![CDATA[Scale vector storage and querying to new heights with S3 Vectors' general availability—now supporting up to 1 billion vectors per index, 100ms query latencies, and expanded regional availability, while reducing costs up to 90% compared to specialized databases.]]></description>
		
		
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			</item>
		<item>
		<title>Introducing Amazon Nova 2 Lite, a fast, cost-effective reasoning model</title>
		<link>https://noise.getoto.net/2025/12/02/introducing-amazon-nova-2-lite-a-fast-cost-effective-reasoning-model/</link>
		
		<dc:creator><![CDATA[Danilo Poccia]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 15:59:40 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[Amazon Nova]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[foundation-models]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=743995aa5b1bf5fac05ec98048fed9b9</guid>

					<description><![CDATA[New fast, cost-effective model supports extended thinking with adjustable reasoning depth, letting you control the balance between speed, intelligence, and cost while building AI applications for everyday workloads.]]></description>
		
		
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			</item>
		<item>
		<title>Introducing Amazon Nova Forge: Build your own frontier models using Nova</title>
		<link>https://noise.getoto.net/2025/12/02/introducing-amazon-nova-forge-build-your-own-frontier-models-using-nova/</link>
		
		<dc:creator><![CDATA[Danilo Poccia]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 15:53:51 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[Amazon Nova]]></category>
		<category><![CDATA[Amazon SageMaker AI]]></category>
		<category><![CDATA[Amazon SageMaker HyperPod]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[generative AI]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=bc1a705dd9baf97d18c6a6838de5822d</guid>

					<description><![CDATA[New program gives organizations unprecedented access to Nova model training, enabling them to build custom frontier models that deeply embed domain expertise without the traditional barriers of cost, compute, and time.]]></description>
		
		
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		<item>
		<title>AWS Transform for mainframe introduces Reimagine capabilities and automated testing functionality</title>
		<link>https://noise.getoto.net/2025/12/01/aws-transform-for-mainframe-introduces-reimagine-capabilities-and-automated-testing-functionality/</link>
		
		<dc:creator><![CDATA[Channy Yun (윤석찬)]]></dc:creator>
		<pubDate>Mon, 01 Dec 2025 19:02:02 +0000</pubDate>
				<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[AWS Transform]]></category>
		<category><![CDATA[Events]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[Mainframe & Legacy]]></category>
		<category><![CDATA[Mainframe Migration]]></category>
		<category><![CDATA[news]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=b280ff287c0cceb790bd85aee4e566f6</guid>

					<description><![CDATA[New AI-powered capabilities help transform legacy mainframe applications into cloud-native architectures while automating complex testing processes—reducing modernization timelines from years to months through intelligent analysis and automated test generation.]]></description>
		
		
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		<item>
		<title>Simplify IAM policy creation with IAM Policy Autopilot, a new open source MCP server for builders</title>
		<link>https://noise.getoto.net/2025/12/01/simplify-iam-policy-creation-with-iam-policy-autopilot-a-new-open-source-mcp-server-for-builders/</link>
		
		<dc:creator><![CDATA[Micah Walter]]></dc:creator>
		<pubDate>Mon, 01 Dec 2025 01:55:28 +0000</pubDate>
				<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[Events]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=0726dcac5548c925ad2729ad061a7459</guid>

					<description><![CDATA[Speed up AWS development with an open source tool that analyzes your code to generate valid IAM policies, providing AI coding assistants with up-to-date AWS service knowledge and reliable permission recommendations.]]></description>
		
		
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		<item>
		<title>The Agentic AI Security Scoping Matrix: A framework for securing autonomous AI systems</title>
		<link>https://noise.getoto.net/2025/11/21/the-agentic-ai-security-scoping-matrix-a-framework-for-securing-autonomous-ai-systems/</link>
		
		<dc:creator><![CDATA[Aaron Brown]]></dc:creator>
		<pubDate>Fri, 21 Nov 2025 15:01:06 +0000</pubDate>
				<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d5a50a2655124ea3d90f68bf6adc981c</guid>

					<description><![CDATA[As generative AI became mainstream, Amazon Web Services (AWS) launched the Generative AI Security Scoping Matrix to help organizations understand and address the unique security challenges of foundation model (FM)-based applications. This framework has been adopted not only by AWS customers across the globe, but also widely referenced by organizations such as OWASP, CoSAI, and […]]]></description>
		
		
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		<item>
		<title>Serverless strategies for streaming LLM responses</title>
		<link>https://noise.getoto.net/2025/11/21/serverless-strategies-for-streaming-llm-responses/</link>
		
		<dc:creator><![CDATA[KyungYong Shim]]></dc:creator>
		<pubDate>Fri, 21 Nov 2025 03:42:56 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Simple Queue Service (SQS)]]></category>
		<category><![CDATA[AWS AppSync]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Compute]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=fbbaddccc055d9270ddb66afc3fce11c</guid>

					<description><![CDATA[Modern generative AI applications often need to stream large language model (LLM) outputs to users in real-time. Instead of waiting for a complete response, streaming delivers partial results as they become available, which significantly improves the user experience for chat interfaces and long-running AI tasks. This post compares three serverless approaches to handle Amazon Bedrock LLM streaming on Amazon Web Services (AWS), which helps you choose the best fit for your application.]]></description>
		
		
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		<item>
		<title>Building responsive APIs with Amazon API Gateway response streaming</title>
		<link>https://noise.getoto.net/2025/11/20/building-responsive-apis-with-amazon-api-gateway-response-streaming/</link>
		
		<dc:creator><![CDATA[Anton Aleksandrov]]></dc:creator>
		<pubDate>Wed, 19 Nov 2025 23:10:51 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Fargate]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=fc7c09866a0fa255f4056d0ddea56323</guid>

					<description><![CDATA[Today, AWS announced support for response streaming in Amazon API Gateway to significantly improve the responsiveness of your REST APIs by progressively streaming response payloads back to the client. With this new capability, you can use streamed responses to enhance user experience when building LLM-driven applications (such as AI agents and chatbots), improve time-to-first-byte (TTFB) performance for web and mobile applications, stream large files, and perform long-running operations while reporting incremental progress using protocols such as server-sent events (SSE).]]></description>
		
		
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		<item>
		<title>Announcing the updated AWS Well-Architected Generative AI Lens</title>
		<link>https://noise.getoto.net/2025/11/19/announcing-the-updated-aws-well-architected-generative-ai-lens/</link>
		
		<dc:creator><![CDATA[Dan Ferguson]]></dc:creator>
		<pubDate>Wed, 19 Nov 2025 17:09:44 +0000</pubDate>
				<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Well-Architected]]></category>
		<category><![CDATA[generative AI]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=8147ace46e87531fb79a2316a9dd9c8b</guid>

					<description><![CDATA[We are delighted to announce an update to the AWS Well-Architected Generative AI Lens. This update features several new sections of the Well-Architected Generative AI Lens, including new best practices, advanced scenario guidance, and improved preambles on responsible AI, data architecture, and agentic workflows.]]></description>
		
		
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		<item>
		<title>Architecting for AI excellence: AWS launches three Well-Architected Lenses at re:Invent 2025</title>
		<link>https://noise.getoto.net/2025/11/19/architecting-for-ai-excellence-aws-launches-three-well-architected-lenses-at-reinvent-2025/</link>
		
		<dc:creator><![CDATA[Anitha Selvan]]></dc:creator>
		<pubDate>Wed, 19 Nov 2025 17:09:28 +0000</pubDate>
				<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS Well-Architected]]></category>
		<category><![CDATA[generative AI]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=e44ddcc7e4f395f395112a3cf4f072d5</guid>

					<description><![CDATA[At re:Invent 2025, we introduce one new lens and two significant updates to the AWS Well-Architected Lenses specifically focused on AI workloads: the Responsible AI Lens, the Machine Learning (ML) Lens, and the Generative AI Lens. Together, these lenses provide comprehensive guidance for organizations at different stages of their AI journey, whether you're just starting to experiment with machine learning or already deploying complex AI applications at scale.]]></description>
		
		
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		<item>
		<title>Amazon Nova Multimodal Embeddings: State-of-the-art embedding model for agentic RAG and semantic search</title>
		<link>https://noise.getoto.net/2025/10/28/amazon-nova-multimodal-embeddings-state-of-the-art-embedding-model-for-agentic-rag-and-semantic-search/</link>
		
		<dc:creator><![CDATA[Danilo Poccia]]></dc:creator>
		<pubDate>Tue, 28 Oct 2025 15:12:38 +0000</pubDate>
				<category><![CDATA[*Post Types]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=9cb6c115d1b155087aae69f4c113dd87</guid>

					<description><![CDATA[Amazon Nova Multimodal Embeddings is a new state-of-the-art embedding model available in Amazon Bedrock. It is the industry’s first embedding model that supports text, documents, images, video, and audio through a single unified model, enabling cross-modal retrieval and semantic search applications with leading accuracy, at industry-leading costs.]]></description>
		
		
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		<title>Securing Amazon Bedrock API keys: Best practices for implementation and management</title>
		<link>https://noise.getoto.net/2025/10/17/securing-amazon-bedrock-api-keys-best-practices-for-implementation-and-management/</link>
		
		<dc:creator><![CDATA[Jennifer Paz]]></dc:creator>
		<pubDate>Fri, 17 Oct 2025 17:47:47 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=ed2f971ec9091fc066010f8b64434b88</guid>

					<description><![CDATA[Recently, AWS released Amazon Bedrock API keys to make calls to the Amazon Bedrock API. In this post, we provide practical security guidance on effectively implementing, monitoring, and managing this new option for accessing Amazon Bedrock to help you build a comprehensive strategy for securing these keys. We also provide guidance on the larger family […]]]></description>
		
		
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		<title>Protect your generative AI applications against encoding-based attacks with Amazon Bedrock Guardrails</title>
		<link>https://noise.getoto.net/2025/10/16/protect-your-generative-ai-applications-against-encoding-based-attacks-with-amazon-bedrock-guardrails/</link>
		
		<dc:creator><![CDATA[Koushik Kethamakka]]></dc:creator>
		<pubDate>Thu, 16 Oct 2025 00:13:25 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Bedrock Guardrails]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=da8676837bdc5c064512ec7421b1d2b5</guid>

					<description><![CDATA[Amazon Bedrock Guardrails provides configurable safeguards to help you safely build generative AI applications at scale. It offers integrated safety and privacy protections that work across multiple foundation models (FMs), including models available in Amazon Bedrock and models hosted outside Amazon Bedrock from other providers. Bedrock Guardrails currently offers six key safeguards to help prevent […]]]></description>
		
		
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		<title>Announcing Amazon Quick Suite: your agentic teammate for answering questions and taking action</title>
		<link>https://noise.getoto.net/2025/10/09/announcing-amazon-quick-suite-your-agentic-teammate-for-answering-questions-and-taking-action/</link>
		
		<dc:creator><![CDATA[Esra Kayabali]]></dc:creator>
		<pubDate>Thu, 09 Oct 2025 15:42:04 +0000</pubDate>
				<category><![CDATA[Amazon QuickSight]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Business Intelligence]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Generative BI]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=746a85c1e928a68181004601b9ad6888</guid>

					<description><![CDATA[Amazon has announced Quick Suite, a new AI-powered workspace that combines research, business intelligence, and automation tools to help users analyze data and streamline workflows all in one place.]]></description>
		
		
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		<title>Defending LLM applications against Unicode character smuggling</title>
		<link>https://noise.getoto.net/2025/09/30/defending-llm-applications-against-unicode-character-smuggling/</link>
		
		<dc:creator><![CDATA[Russell Dranch]]></dc:creator>
		<pubDate>Tue, 30 Sep 2025 16:22:14 +0000</pubDate>
				<category><![CDATA[AI]]></category>
		<category><![CDATA[Amazon Bedrock Guardrails]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[Security Blog]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=6e9bbe338f996a632cb72bd0de260c92</guid>

					<description><![CDATA[When interacting with AI applications, even seemingly innocent elements—such as Unicode characters—can have significant implications for security and data integrity. At Amazon Web Services (AWS), we continuously evaluate and address emerging threats across aspects of AI systems. In this blog post, we explore Unicode tag blocks, a specific range of characters spanning from U+E0000 to […]]]></description>
		
		
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		<title>Build resilient generative AI agents</title>
		<link>https://noise.getoto.net/2025/09/30/build-resilient-generative-ai-agents/</link>
		
		<dc:creator><![CDATA[Yiwen Zhang]]></dc:creator>
		<pubDate>Tue, 30 Sep 2025 15:11:51 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[AWS Well-Architected]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[resilience]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=3a0666383b877b98b6dc1a0a20db52cc</guid>

					<description><![CDATA[Generative AI agents in production environments demand resilience strategies that go beyond traditional software patterns. AI agents make autonomous decisions, consume substantial computational resources, and interact with external systems in unpredictable ways. These characteristics create failure modes that conventional resilience approaches might not address. This post presents a framework for AI agent resilience risk analysis […]]]></description>
		
		
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		<title>Build secure network architectures for generative AI applications using AWS services</title>
		<link>https://noise.getoto.net/2025/09/29/build-secure-network-architectures-for-generative-ai-applications-using-aws-services/</link>
		
		<dc:creator><![CDATA[Joydipto Banerjee]]></dc:creator>
		<pubDate>Mon, 29 Sep 2025 19:11:48 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=5637518a6f01b55ce7a8a9eabefed254</guid>

					<description><![CDATA[As generative AI becomes foundational across industries—powering everything from conversational agents to real-time media synthesis—it simultaneously creates new opportunities for bad actors to exploit. The complex architectures behind generative AI applications expose a large surface area including public-facing APIs, inference services, custom web applications, and integrations with cloud infrastructure. These systems are not immune to […]]]></description>
		
		
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		<title>Enabling AI adoption at scale through enterprise risk management framework – Part 2</title>
		<link>https://noise.getoto.net/2025/09/25/enabling-ai-adoption-at-scale-through-enterprise-risk-management-framework-part-2/</link>
		
		<dc:creator><![CDATA[Milind Dabhole]]></dc:creator>
		<pubDate>Thu, 25 Sep 2025 18:21:46 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Foundational (100)]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Governance]]></category>
		<category><![CDATA[Responsible AI]]></category>
		<category><![CDATA[Risk management]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=e73a57e764845495c496b60f102f8d34</guid>

					<description><![CDATA[In Part 1 of this series, we explored the fundamental risks and governance considerations. In this part, we examine practical strategies for adapting your enterprise risk management framework (ERMF) to harness generative AI’s power while maintaining robust controls. This part covers: Adapting your ERMF for the cloud Adapting your ERMF for generative AI Sustainable Risk […]]]></description>
		
		
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			</item>
		<item>
		<title>Enabling AI adoption at scale through enterprise risk management framework – Part 1</title>
		<link>https://noise.getoto.net/2025/09/25/enabling-ai-adoption-at-scale-through-enterprise-risk-management-framework-part-1/</link>
		
		<dc:creator><![CDATA[Milind Dabhole]]></dc:creator>
		<pubDate>Thu, 25 Sep 2025 18:20:37 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Foundational (100)]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Governance]]></category>
		<category><![CDATA[Responsible AI]]></category>
		<category><![CDATA[Risk management]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=4a71985aaae8f9a4a12d80f2e09957c2</guid>

					<description><![CDATA[According to BCG research, 84% of executives view responsible AI as a top management responsibility, yet only 25% of them have programs that fully address it. Responsible AI can be achieved through effective governance, and with the rapid adoption of generative AI, this governance has become a business imperative, not just an IT concern. By […]]]></description>
		
		
		<enclosure url="" length="0" type="" />

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