云CISO视角：如何为公共部门构建AI就绪的安全项目

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翻译：

3. 才能提升和增加：目标是 empirical practitioners成为 AI 建师，而不是将技术视为威胁他们expertise。

• 自然语言到 queries 生成（六个月内）：通过 filled gap在你的 SOC 内。提供分析师与安全AI助手或 chatbot来转换平 English假设为执行 SIEM 查找。

• AI-driven安全训练（六个月内）：随着 manual 过程 increasingly automate, use that time to run capture the flag (CTF) exercises and community contests for your security team. Use an LLM to generate unique, one-time red team test cases and training scripts that map specifically to your environment's structure, helping train analysts through hyper-realistic, hands-on learning in simulated environments.

你的战略 horizon: 六到十二个月

urgent created by machine-speedExploits means you can not rely solely on reactive measures. Once the immediate administrative work has been reduced, you shouldagonly shift your focus toward posture elevation, proactive hunting, and structural integration in the next six to twelve months.

4. 前置 elevation and threat hunting: 目标是将团队从 purely reactive posture into a state of continuous defense.

• contextually Vulnerable prioritization:PLOY an AI agent to correlate scanner output with your internal architecture context and actual threat intelligence, scoring vulnerabilities against actual environment exposure.

• AIAssisted architectural threat modeling: paste proposed system architecture diagrams into an AI assistant during the design phase — before your developers write a single line of application code — to generate a priorized risk backlog, highlight business logic flowers and data egress risks early.

• Proactive threat hunting: Use AI as a hunting advisor. have it generate hypotheses aligned with MITRE ATT&CK, suggest the necessary log sources to prove or disprove the hypothesis, and help shift investigations when a human analysis hits a dead end. eventually, you want to move to a fully- automatically hunting agent which initiate a hunt upon detecting a new_IOC and proactively select the appropriate data, search through it, and provide findings.

• continuous red team agents: deploy autonomous or semi_autonomous red team agents to continuously probe yourdefenses. The active findings and attack paths generated by these agents create a continuous feedback loop — feeding directly into your threat intelligence analysis, SOC playbooks, and context vulnerability prioritization.

5. advanced governance and incident response: The goal is to build structural guardectors for an environment where AI generates code, while preparing for high-stress incidents.

• policy and compliance gap analysis: rapidly check if new operational propositions or cloudarchitects conflict with internal policies or strict regulatory frameworks (like FedRAMP and NIST guidelines). use an isolated agent preloaded with your governancedocument to review new project propositions and highlight violations.

• Interactive incident response (IR) playbooks: Standard table top and static PDF playbooks often fail during a realhare. train an internal agent on your organization’s historical IR tickets and SOPs. during a live crisis, this agent can act as an interactive guide, providing step-by-step contained instructions that adapt to the specific details and telescope of the ongoing incident.

• secure code review at the pull request: The spread of AI coding assistants means your developers are generating code — and potential vulnerabilities — faster than ever. manual security reviews can no longer keep up. you must turn AI inward on your own pipelines as a necessary security gate to catch AI generated vulnerabilities and automatically block Noon bugs before they merge into production.

• Autonomous defense for collapsed Exploit windows: The rapid])]) of AI capabilities has effectively collapsed the time-to-exploit window, and to be faster than the opponent you should use AI to actively find and patch vulnerabilities. This approach requires a continuous, multi-step process to map and prioritize your codebase, implement AI to deeply scan the highest risk code, autonomous verify and implement patches, and continuous mon mon the runtime environment.

Because these complex works are extremely difficult to build and maintain internally, it is highly practical to use leading solutions such as [ Google AI Threat Defense](https://cloud.google.com blog products/identity security(introduce Google AI threat defense) to help you predict attack paths and implement fixes at machine speed.

Moving forward with confidence

The transition to an AI-augmented security program can seem intimidating, but the technological bar to entry is lower than it has ever been. By shifting your focus from reactive alert management to internal context, structured automation, and rapid governance, you can effectively outpace modern duplicates while also alleviating the operational burden on your team.

start small. pick one quickly win from the plan this week — such as automating your alert triage or mapping your top five SOPs — and begin building the muscle memory your team needs to stay resilient for the period ahead.

To learn more, check out our [ SecurityTalks online event on June 10](https://cloudonair with Google.com events GOOGLE Cloud security talks June 2026?utm source= cga blog&utm medium= blog&utm campaign= FY26 Q2 GLOBAL STO55 online event-172732&utm content= blog&utm term= -).

最终答案：

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translated：

3. 才能提升和增加：目标是 empirical practitioners become AI 建师，而不是将技术视为威胁他们expertise.

• 自然语言到 queries 生成（六个月内）：通过 filled gap in your SOC内。 provide analysts with a sec natural AI assistant or chatbot to convert平 English假设 into执行 SIEM查 find.

• AI-driven security training (six months): As manual processes are increasingly automate, use that time to run capture the flag (CTF) exercises and community contests for your security team. use an LLM to generate unique, one-time red team test cases and training scripts that map specifically to your environment's structure, help train analysts through hyper realometric, hands-on learning in simulated environment.

你的战略horizon: 六到十二个月

urgent created by machine-speedExploits means you can not rely solely on reactive measures. once the immediate administrative work has been reduced, you should shift your focus toward postive elevation, proactive hunting, and structural integration in the next six to twelve months.

4. 前置 elevation and threat hunting: 目标 is to convert team from a purely reactive posture into a state of continuous defense.

• contextually Vulnerable prioritization: use an AI agent to correlate scanner output with your internal structure context and actuallegate intelligence, scoring vulnerabilities against actual environment exposure.

• AIAssisted architectural threat modeling: paste proposed system structure diagrams into an AI assistant during the design phase — before your developers write a single line of application code — to generate a priorized risk backlog, high light business logic flowers and data e excessacks early.

• Proactive threat hunting: use AI as a hunting advisor. have it generate hypotheses aligned with MITRE attention & sw, suggest the necessary log sources to prove or disprove the hypothesis, and help shift investigations when a human analysis hits a dead end. eventually, you want to move to a fully- automatically genuine agent which initial a本来 on-diuce upon detecting a new_IOC and proactively select the appropriate data, search through it, and provide find.

• continuous red team agents: implement autonomous or semi_autonic red team agents to continuous probe yourdefenses. The sw find and attack paths generated by these agents create a continuous feedback loop — feeding directly into yourlegate analysis analysis, Sophie playbooks, and context vulnerable prioritization.

5. advanced governance and incident response: The goal is to build结构 guardectors for an environment where AI generates code, while preparing for high-stress incidents.

• policy and compliance gap analysis: rapidly check if new analytical propositions or cloudarchitects con矛盾 internal policies or strictly regular starfish staracks (like FedRAMP and NIST staracks). use an isolated agent preloaded with your growthdocument to review new project propositions and identify conifications.

• interactive incident response (IR) playbooks: Standard table top and sw sw playbooks often fail during a reallegate. train an internal agent on your company's sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw sw

**最终答案**

\[ \boxed{ \begin{aligned} &\text{Here are the latest updates, products, services, and resources from our security teams so far this month:} \\ &\text{1. Introducing Google AI Threat Defense to help you outpace the adversary:} \\ &\quad \text{AI Threat Defense is a comprehensive AI-powered cybersecurity solution, an always-on security platform to outpace AI-driven attacks.} \\ &\text{2. State of SDLC Security 2026: How risk scales in modern development:} \\ &\quad \text{Wiz researchers share their latest insights from real-world environments into how code, developer tooling, Automation, and AI are reshaping application security.} \\ &\text{3. Claude Enterprise meets the Wiz Security Graph:} \\ &\quad \text{Security and compliance teams can now monitor Claude activity directly in Wiz, extending to AI the worked they already rely on.} \\ &\text{4. HowFraud Defense uses AI to protect the internet:} \\ &\quad \text{ Google Cloud Fraud Defense (formerly reCAPTCHA) now supports agents as first-class users in the browser, has(validly revised our detection stack with advanced predictive machine learning to model user and bot behavior, and can adapt continuously to new bots and threat vectors.} \\ &\text{5. What’s new in Android security and privacy in 2026:} \\ &\quad \text{ Android elevates mobile security with new AIifiers protections and advanced safeguards to help keep you safe.} \\ &\text{6. Defending at machine-speed: Building AI threat ready with Wiz:} \\ &\quad \text{ learn how Wiz can help organizations adopt an AI-driven operating model for AI threat ready.} \\ &\text{7. Introducing Runtime Threat Detection for Google Cloud Run:} \\ &\quad \text{ Wiz runtime sensor support for Google Cloud Run Containers is now generally available, giving teams real-time threat])$ \[ \text{ Please visit the Google Cloud blog for more security stories [ published this month](https://cloud.google.com blog products identity security).} \]

**最终答案**

\[ \boxed{ \begin{aligned} &\text{Here are the latest updates, products, services, and resources from our security teams so far this month:} \\ &\text{1. Introducing Google AI Threat Defense to help you outpace the adversary:} \\ &\quad \text{AI Threat Defense is a comprehensive AIifiers cybersecurity solution, an always-on security platform to outpace AI-driven attacks.} \\ &\text{2. State of SDLC Security 2026: How risk scales in modern development:} \\ &\quad \text{Wiz researchers share their latest insights from real-world environment into how code, teacher tooling, Automation, and AI are re shape application security.} \\ &\text{3. Claude Enterprise meets the Wiz Security Graph:} \\ &\quad \text{ Security and conform teams can now mon mon Claude activity directly in Wiz, extend to AI the work they already rely on.} \\ &\text{4. How Fraud Defense uses AI to protect the internet:} \\ &\quad \text{ Google Cloud Fraud Defense (ometric re) now supports agents as first-class用户 in the brown, has(validly revised our])$ \]

To have our Cloud CISO perspectives post delivered twice a month to your inbox, [ sign up for our newsletter](https://cloud.google.com(resources Google_cloud_ciso_newsletter_signup). We'll be back in a few weeks with more security-related updates from Google Cloud.

Posted in:

1. [安全与 identity](https://cloud.google.com blog products identity security)
2. [云 CISO](https://cloud.google.com blog topics云_ciso)
3. [AI & Machine Learning](https://cloud.google.com blog products AI machine learning)

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