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| final URL | https://cloudblog.withgoogle.com/products/ai-machine-learning/rss/ |
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| date | Fri, 25 Sep 2026 04:57:46 GMT |
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<p><span style="vertical-align: baseline;"><strong style="vertical-align: baseline;">Solution architecture and implementation </strong></span></p></div>-
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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:media="http://search.yahoo.com/mrss/"><channel><title>AI & Machine Learning</title><link>https://cloud.google.com/blog/products/a…+
<p><span style="vertical-align: baseline;">As enterprise voice AI evolves beyond basic speed and cost metrics, our priority has shifted to making each interaction even higher quality. Gemini 3.8 Live already delivers a native speech-to-speech foundation for fluid, responsive dialogue. Th…+
<ol>+
<li role="presentation"><span style="vertical-align: baseline;"><strong style="vertical-align: baseline;">Video avatars: </strong><span style="vertical-align: baseline;">Conversational video with the Live Avatar </span><span style="vertical-align: baseline;">…+
<li role="presentation"><strong style="vertical-align: baseline;">Fluid dialogue: </strong><span style="vertical-align: baseline;">Native speech-to-speech means more natural interruption recovery without dropping conversation context or backend transactions.</span></…+
<li role="presentation"><span style="vertical-align: baseline;"><strong style="vertical-align: baseline;">Tool calling: </strong><span style="vertical-align: baseline;">It executes tools and API calls in the background while continuing the conversation, so the model can…+
<li role="presentation"><span style="vertical-align: baseline;"><strong style="vertical-align: baseline;">Breaks language barriers: </strong><span style="vertical-align: baseline;">Gemini 3.8 Live understands and speaks 97 languages, with automatic language detection.&l…+
<li role="presentation"><strong style="vertical-align: baseline;">Make it easy for agents to see what your user sees: </strong><span style="vertical-align: baseline;">Live visual understanding can process live camera feeds and screen shares alongside audio, all at the same ti…+
</ol>+
<p><span style="vertical-align: baseline;">Though Gemini 3.8 Live Extended Thinking remains in private preview, </span><strong style="vertical-align: baseline;">Gemini 3.8 Live with Live Avatar is now available</strong><span style="vertical-align: baseline;"> with…+
<p><strong style="vertical-align: baseline;">Trust and transparency at its core</strong></p>+
<p><span style="vertical-align: baseline;">To safeguard identity and prevent misuse, customers can deploy from a library of curated, pre-built avatars, while custom avatar creation is gated behind a strict enterprise allowlisting and verification process. Furthermore, all generated audio…+
<h3><span style="vertical-align: baseline;">Three demos of Gemini 3.8 Live with Live Avatar in action</span></h3>+
<p><strong style="vertical-align: baseline;">#1: Interactive custom avatar</strong></p></div>+
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<span class="h-u-visually-hidden">Gemini 3.8 Live with Live Avatar</span>+
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<div class="block-paragraph_advanced"><p style="text-align: center;"><sup><em><span style="vertical-align: baseline;">Create an interactive custom avatar in a step-by-step process </span></em></sup></p>+
<p><span style="vertical-align: baseline;">Watch how Gemini 3.8 Live makes it possible to build a custom avatar by adding system instructions, uploading a single reference photo and audio file sample. </span></p>+
<p><strong style="vertical-align: baseline;">Demo #2: Live video understanding in a voice-first claims intake </strong></p></div>+
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<span class="h-u-visually-hidden">Gemini 3.8 Live demo for insurance claim agent</span>+
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<div class="block-paragraph_advanced"><p style="text-align: center;"><sup><em><span style="vertical-align: baseline;">Streamline claims intake with live video understanding using Gemini 3.8 Live</span></em></sup></p>+
<p><span style="vertical-align: baseline;">In this demo, you’ll see a common use case come to life using Gemini 3.8 Live: an intake agent. <span style="vertical-align: baseline;">In this scenario, we chose an insurance claims agent. </span>You talk and show the damage on came…+
<p><strong style="vertical-align: baseline;">#3: A real-time voice AI agent with Google ADK and Gemini Live API</strong></p></div>+
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<figcaption class="article-image__caption "><p data-block-key="3cwwr">Pervasive pre-submit agentic scanning: security as part of ongoing software development</p></figcaption>-
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<span class="h-u-visually-hidden">Build a real-time voice AI agent with Google ADK and Gemini Live API</span>+
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<div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">Traditionally, the technology industry relies on large one-off security scans that are slow and lack sufficient context. As a result, they often find vulnerabilities too late. Our approach instead focu…-
<h3><span style="vertical-align: baseline;">The importance of localized threat models</span></h3>-
<p><span style="vertical-align: baseline;">For this initiative, w</span><span style="vertical-align: baseline;">e evolved </span><a href="https://github.com/google/mantis" rel="noopener" target="_blank"><span style="text-decoration: underline; vertical-align: b…-
<h3><span style="vertical-align: baseline;">Specialized triage agents speed up development</span></h3>-
<p><span style="vertical-align: baseline;">Vulnerability scanning as part of code check-in requires it to respond quickly to the developer or agents generating the code, so as not to impede engineering productivity. To get responses with low latency, we run a two-step validation process.…-
<h3><span style="vertical-align: baseline;">Bug fix agents close the loop</span></h3>-
<p><span style="vertical-align: baseline;">Finding vulnerabilities is only half the battle. The last component of our solution is an automated bug-fix agent that uses the scan results and generated proofs (snippet of code that demonstrates how the vulnerability is exercised) to autonomou…-
<h3><span style="vertical-align: baseline;">Learnings and call to action </span></h3>-
<p><span style="vertical-align: baseline;">Embedding continuous scanning directly into the software development lifecycle has been a game changer at Google; its suggestions are widely adopted, and it’s prevented a multitude of vulnerabilities from being introduced into the codebase. But …-
<ol>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Keep systems separate:</strong><span style="vertical-align: baseline;"> To prevent bias, keep the harnesses, rules, and context for each of your development, scanning, triage agents separate. Pair lightweight AI…-
</li>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Use context wisely: </strong><span style="vertical-align: baseline;">Feed your agents your existing threat models. Precise context is the answer to reducing false positives, and up-to-date threat models set a hi…-
</li>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Build a good harness:</strong><span style="vertical-align: baseline;"> While the choice of the underlying model is important, using a multi-agent harness can have substantial impact, by helping compensate for va…-
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<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Automate the fix:</strong><span style="vertical-align: baseline;"> Use agents to also propose human-in-the-loop fixes, to further reduce time-to-resolution. </span></p>-
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<p><span style="vertical-align: baseline;">If you want to get started on your own AI-native security transformation, </span><a href="https://cloud.google.com/blog/products/identity-security/getting-started-with-the-mantis-harness-to-find-and-fix-bugs?e=48754805"><span styl…-
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<p><sup><span style="font-style: italic; vertical-align: baseline;">With special recognition to critical team members who made this delivery possible: Stella Voutsina (Lead Program Manager), Yulong Zhang (Senior Staff Security Engineer, Mantis), and Nick Galloway (Staff Security En…-
<p><span style="vertical-align: baseline;">Orange calls these FinOps Clean Days. Together with gamified hackathons, they've earned the company's 100-plus person FinOps community a Net Promoter Score within the organization that’s above 70.</span></p>-
<p><span style="vertical-align: baseline;">Those numbers point at something the wider industry is wrestling with. Recent State of FinOps reports identify getting engineers to take action as one of the top challenges organizations face. Moving from awareness to action means finding ways t…-
<p><span style="vertical-align: baseline;">That makes FinOps a business change problem. And business change problems have known solutions. We spoke with Camille Marini, the FinOps lead at Orange, to get a deeper understanding of how the company overcame these hurdles to accelerate AI ado…-
<h2><span style="vertical-align: baseline;">Why the Clean Days work</span></h2>-
<p><span style="vertical-align: baseline;">Orange has held two principles since it set up its FinOps team. First, Cloud FinOps is a shared responsibility, with every stakeholder in a project involved in their own way. And the only path to that shared responsibility runs through communica…-
<p><span style="vertical-align: baseline;">“We insisted on the concept of shared responsibility across the organization for our FinOps practices,” Marini told us. “It’s very similar to how we approach cloud security. We needed to make teams understand that every single stakeholder in a p…-
<p><span style="vertical-align: baseline;">Those principles led Orange to create a FinOps Community of Practice, with support from Google Cloud Consulting. The team ran it on standardized communication channels so the methodology reached well beyond the central group, and kept the meetin…-
<p><span style="vertical-align: baseline;">The Clean Days came from a clear-eyed reading of how agile teams actually operate. In agile environments with deployment running constantly, optimization work rarely wins against the sprint. Delivery priorities, backlogs, and daily operations ta…-
<p><span style="vertical-align: baseline;">McKinsey's four building blocks of change explain why this approach lands. Any large organizational change, the framework holds, requires action across four areas:</span></p>-
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<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Conviction and understanding: "I know what is expected of me and I agree with it."</span></p>-
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<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Formal mechanisms: "The structures, processes, and systems reinforce the change."</span></p>-
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<p role="presentation"><span style="vertical-align: baseline;">Role modeling: "I see my leaders and colleagues behaving differently."</span></p>-
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<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Talent and skills: "I have the skills and opportunities to behave in a new way."</span></p>-
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</ul>-
<p><span style="vertical-align: baseline;">Map Orange's practice onto those blocks and the pattern is visible. Gamification and rewards give engineers colleagues to emulate: The leaderboard makes different behavior visible, and sponsors see the quick wins for themselves. Experienced prac…-
<div class="block-image_full_width">+
<div class="block-paragraph_advanced"><p style="text-align: center;"><sup><em><span style="vertical-align: baseline;">Build a live voice agent using Google ADK and Gemini Live API</span></em></sup></p>+
<p><span style="vertical-align: baseline;">See how developers can use </span><a href="https://adk.dev/live/" rel="noopener" target="_blank"><span style="text-decoration: underline; vertical-align: baseline;">Agent Development Kit </span></a><span style="v…+
<h3><span style="vertical-align: baseline;">How our customers are innovating with Gemini 3.8 Live with Live Avatar</span></h3></div>+
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<p data-block-key="fu7d3">Cox Automotive built an AI-powered shopping assistant for Autotrader that uses live screen-highlighting and tool-calling capabilities to guide car shoppers through vehicle search, comparison, and financing — in real time, through natural conversation.</p>&… </div>-
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<span class="h-u-visually-hidden">Autotrader AI-powered shopping assistant | Gemini 3.8 Live with Live Avatar</span>+
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<div class="block-paragraph_advanced"><h2><span style="vertical-align: baseline;">What happens beyond 100 people</span></h2>-
<p><span style="vertical-align: baseline;">A community of 100 engaged people is an achievement. But in an organization with thousands of engineers, no central FinOps team can reach everyone directly. The question for leaders is how to extend what a community like Orange's creates — the a…-
<p><span style="vertical-align: baseline;">This is where AI agents extend the capabilities of a FinOps team with two core benefits. They take on complex, time-intensive activities that previously needed a human, and they reduce friction around FinOps for individuals across the business.&…-
<p><span style="vertical-align: baseline;">Getting teams to adopt them takes a strategy aimed at your own organization's pain points, which often come from high cognitive load, unclear accountability, or competing priorities. Start by finding where engagement drops off in your FinOps lif…-
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<p role="presentation"><span style="vertical-align: baseline;">An awareness gap: If teams are unsure of their spend impact, an insight agent can push real-time cost data into their daily tools.</span></p>-
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<p role="presentation"><span style="vertical-align: baseline;">A bandwidth gap: If engineers are too busy with backlogs, a remediation agent can identify quick wins and present them as ready-to-merge code changes.</span></p>-
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<p role="presentation"><span style="vertical-align: baseline;">A complexity gap: If reporting feels like a manual chore, an orchestration agent can gather the data and simplify the process.</span></p>-
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<h2><span style="vertical-align: baseline;">Start with trust, then add autonomy</span></h2>-
<p><span style="vertical-align: baseline;">The sensible path runs in sequence. Establish the community practice, the way Orange did. Then introduce read-only agents that inform and suggest. Only once those are established across the community should you build agents that execute changes.…-
<p><span style="vertical-align: baseline;">How you build depends on who's building. For teams that want to deploy quickly with minimal code, the </span><a href="https://cloud.google.com/gemini-enterprise"><span style="text-decoration: underline; vertical-align: baseline;"&…-
<p><span style="vertical-align: baseline;">Cloud FinOps is moving beyond centralized reporting toward action that happens where the work does. The organizations getting there start with the culture, then use agents to carry it further than any one team could reach. </span></p>…-
<p><span style="vertical-align: baseline;">Orange's numbers came out of the community work. Building that foundation is the part worth copying first. When you're ready to extend it, </span><a href="https://cloud.google.com/consulting" rel="noopener" target="_blank"><span s…-
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<div class="block-paragraph"><h3 data-block-key="hswvv"><b>‘Spellcheck for cybersecurity’ and beyond: How Google monitors AI threats and advances AI defenses</b></h3><p data-block-key="61crd"><i>By Sandra Joyce, VP, Google Threat Intelligence</i></p…<div class="block-paragraph_with_image"><div class="article-module h-c-page"> <div class="h-c-grid uni-paragraph-wrap"> <div class="uni-paragraph@
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<p data-block-key="0jyqm">Anyone operating in security knows that speculation is a major liability during periods of technological disruption. While there is plenty of hype and understandable concern around how threats might use and target AI, a CISO’s AI security strategy has to be anch…+
<p data-block-key="fu7d3">“We're building a personal AI that knows you, speaks your language, and is always on your side. Today, it handles over a million live calls daily across nine Indian languages. Gemini 3.8 Live improved interruption handling, multilingual conversations, and tool-c… </div> </div></div></div>-
<div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">When we strip away the noise and look at the telemetry, the real threat landscape boils down to three structural shifts that CISOs must address:</span></p>-
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