I recall there's a way to setup a macro like <pagebreak> That will do that. You have to type it yourself though. Not sure how useful that is.
November 7, 2026 at 1:20 PM
I recall there's a way to setup a macro like <pagebreak> That will do that. You have to type it yourself though. Not sure how useful that is.
Proving client-side XSS by hand is so much effort. Now an agent with browser DevTools can watch the console and check whether the payload actually fired, in minutes. Google's PageBreak is great inspiration here: only report what a validator proved against a running app.
November 9, 2026 at 1:13 PM
Proving client-side XSS by hand is so much effort. Now an agent with browser DevTools can watch the console and check whether the payload actually fired, in minutes. Google's PageBreak is great inspiration here: only report what a validator proved against a running app.
Google má interní AI nástroj PageBreak, který testuje jeho webové aplikace. Podle Googlu našel stovky chyb a každou musel nejdřív prokázat. Ověřené nálezy místo záplavy falešných poplachů — to je rozdíl mezi nástrojem a hlukem.
Googleův PageBreak našel stovky chyb. Každou musel nejdřív dokázat | Jarvis AI
Interní bezpečnostní agent PageBreak od Googlu objevil přes 500 zranitelností typu XSS ve vlastních webových aplikacích. Podezření však neposílal vývojářům bez ověření – každý nález musel potvrdit funkčním útokem.
www.jarvis-ai.cz
November 2, 2026 at 8:00 AM
Google má interní AI nástroj PageBreak, který testuje jeho webové aplikace. Podle Googlu našel stovky chyb a každou musel nejdřív prokázat. Ověřené nálezy místo záplavy falešných poplachů — to je rozdíl mezi nástrojem a hlukem.
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
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briefly.co
October 31, 2026 at 6:31 AM
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
Google coverage is accelerating: 30 stories this week. Its PageBreak security agent found 500+ XSS bugs running autonomously, verified before reporting. TechDrift shows the evidence: https://techdrift.app/#/signal/google?utm_source=bluesky&utm_medium=social&utm_campaign=organic_bluesky
October 31, 2026 at 6:58 PM
Google coverage is accelerating: 30 stories this week. Its PageBreak security agent found 500+ XSS bugs running autonomously, verified before reporting. TechDrift shows the evidence: https://techdrift.app/#/signal/google?utm_source=bluesky&utm_medium=social&utm_campaign=organic_bluesky
Requiring reproduced exploits keeps false alarms out of teams’ inboxes, but Google says validators can miss real flaws.
https://oossa.com/en/google-says-pagebreak-found-more-than-500-xss-bugs
#AI #Google
https://oossa.com/en/google-says-pagebreak-found-more-than-500-xss-bugs
#AI #Google
Google Says PageBreak Found More Than 500 XSS Bugs
Google’s internal security agent tests suspected flaws with real exploits before reporting them. The company says it found more than 500 cross-site scripting bugs in its web apps.
oossa.com
October 31, 2026 at 6:41 AM
Requiring reproduced exploits keeps false alarms out of teams’ inboxes, but Google says validators can miss real flaws.
https://oossa.com/en/google-says-pagebreak-found-more-than-500-xss-bugs
#AI #Google
https://oossa.com/en/google-says-pagebreak-found-more-than-500-xss-bugs
#AI #Google
Editorial rule: volume earns attention; source diversity earns confidence. Security deserves scrutiny when independent outlets surface the same issue, not when one loud headline gets echoed. https://techdrift.app/#/signal/security?utm_source=bluesky&utm_medium=social&utm_campaign=afternoon
November 2, 2026 at 12:04 AM
Editorial rule: volume earns attention; source diversity earns confidence. Security deserves scrutiny when independent outlets surface the same issue, not when one loud headline gets echoed. https://techdrift.app/#/signal/security?utm_source=bluesky&utm_medium=social&utm_campaign=afternoon
Teams must weigh the benefit of near-zero false positives against the risk of missing complex bugs that deterministic scripts cannot yet prove.
Cybersecurity · InfoQ
#Cybersecurity #Engineering
Cybersecurity · InfoQ
#Cybersecurity #Engineering
Google Discloses PageBreak AI Security Agent That Found 500+ XSS Bugs
Google deployed an AI agent named PageBreak that identified over 500 web vulnerabilities. The system pairs model hypotheses with separate code validators that confirm exploits in running environments before reporting them. Security teams can now focus on confirmed flaws instead of sorting through…
aibusinesslens.com
October 31, 2026 at 6:00 PM
Teams must weigh the benefit of near-zero false positives against the risk of missing complex bugs that deterministic scripts cannot yet prove.
Cybersecurity · InfoQ
#Cybersecurity #Engineering
Cybersecurity · InfoQ
#Cybersecurity #Engineering
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
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briefly.co
October 31, 2026 at 6:32 AM
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
Save What Matters
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briefly.co
October 31, 2026 at 6:31 AM
Google’s PageBreak AI security agent uses Gemini models with deterministic validation to reproduce exploits in running apps, achieving near-zero false positives and reporting 500+ XSS vulnerabilities since January.
誤報をほぼゼロに抑える仕組みの裏で、実際の不具合を見逃す可能性も。
https://oossa.com/ja/google-says-pagebreak-found-more-than-500-xss-bugs
#人工知能 #AI安全性
https://oossa.com/ja/google-says-pagebreak-found-more-than-500-xss-bugs
#人工知能 #AI安全性
Google、PageBreakでXSS脆弱性を500件超発見と発表
Googleの社内セキュリティエージェントは、疑わしい脆弱性を実際の攻撃で検証してから報告する。同社によると、ウェブアプリで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見した。
oossa.com
October 31, 2026 at 6:42 AM
誤報をほぼゼロに抑える仕組みの裏で、実際の不具合を見逃す可能性も。
https://oossa.com/ja/google-says-pagebreak-found-more-than-500-xss-bugs
#人工知能 #AI安全性
https://oossa.com/ja/google-says-pagebreak-found-more-than-500-xss-bugs
#人工知能 #AI安全性
AI zaplavuje bug bounty programy, malware sa ukrýva v IoT zariadeniach a agenti útočia na Wikipédiu. Google musel pozastaviť odmeňovanie chýb a Wikimedia rieši preťaženie serverov. Kybernetická bezpečnosť čelí novým výzvam!
AI, Kyberbezpečnosť a Hrozby: Nové Trendy
V poslednom dieli podcastu Security Intelligence diskutovali experti o zaujímavých trendoch v oblasti kybernetickej bezpečnosti. Google musel pozastaviť časť svojho programu odmeňovania za zistenie chýb (bug bounty) kvôli pretečeniu nízkokvalitnými, AI generovanými správami. Zároveň jeho vlastný AI agent PageBreak nachádza stovky zraniteľností. Malware ClingSTUN využíva IoT zariadenia a OpenAI agenti sa pokúšajú o útoky na Wikimedia služby. Čo to znamená pre nás? Poďme sa na to pozrieť!
## Google Pozastavuje Program Odmeňovania Chýb Kvôli AI
Google nedávno musel pozastaviť časť svojho programu Open Source Software Vulnerability Rewards Program (OSSVRP). Dôvodom je obrovský nárast správ o chybách, ktoré boli generované pomocou umelej inteligencie. Tradične bug bounty programy fungujú tak, že výskumníci hlásia overené zraniteľnosti a sú za to odmenení. AI však umožňuje aj menej skúseným používateľom podávať potenciálne falošné správy, čo vedie k preťaženiu systému a komplikuje proces overovania. Google bude doterajšie správy preskúmať a v budúcnosti budú výskumníci hlásiť chyby prostredníctvom iných programov. Očakáva sa, že program obnoví svoju činnosť v prvom štvrťroku 2027.
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altky.sk
October 14, 2026 at 10:32 PM
AI zaplavuje bug bounty programy, malware sa ukrýva v IoT zariadeniach a agenti útočia na Wikipédiu. Google musel pozastaviť odmeňovanie chýb a Wikimedia rieši preťaženie serverov. Kybernetická bezpečnosť čelí novým výzvam!
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps www.darkreading.com/application-...
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
www.darkreading.com
October 11, 2026 at 7:12 AM
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps www.darkreading.com/application-...
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps（GoogleのAIエージェント「PageBreak」、自社Webアプリから500件超の脆弱性を発見） #DarkReading (Oct 6)
www.darkreading.com/application-...
www.darkreading.com/application-...
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
www.darkreading.com
October 7, 2026 at 11:00 AM
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps（GoogleのAIエージェント「PageBreak」、自社Webアプリから500件超の脆弱性を発見） #DarkReading (Oct 6)
www.darkreading.com/application-...
www.darkreading.com/application-...
🔐 El agente de IA de Google que encontró 500 fallos de seguridad en sus propias aplicaciones cibered.com/inteligencia...
#Google #IA #Ciberseguridad #AgentesIA #Seguridad #InteligenciaArtificial #CiberED
#Google #IA #Ciberseguridad #AgentesIA #Seguridad #InteligenciaArtificial #CiberED
El agente de IA de Google que encontró 500 fallos de seguridad en sus propias aplicaciones | Novedades IA | CIBERED
PageBreak no se conforma con señalar debilidades: las demuestra con evidencia real. Cómo el agente de Google aplica validación determinista.
cibered.com
October 7, 2026 at 5:45 PM
🔐 El agente de IA de Google que encontró 500 fallos de seguridad en sus propias aplicaciones cibered.com/inteligencia...
#Google #IA #Ciberseguridad #AgentesIA #Seguridad #InteligenciaArtificial #CiberED
#Google #IA #Ciberseguridad #AgentesIA #Seguridad #InteligenciaArtificial #CiberED
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
www.darkreading.com
October 6, 2026 at 6:33 PM
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
Google’s PageBreak AI Agent Finds 500 Flaws in Its Web Apps
Google’s PageBreak AI agent has found 500 flaws across its web applications, Dark Reading reports. The effort illustrates a growing trend of pairing AI with determi... https://threatintel.cc/2026/10/06/googles-pagebreak-ai-agent-finds.html
Google’s PageBreak AI agent has found 500 flaws across its web applications, Dark Reading reports. The effort illustrates a growing trend of pairing AI with determi... https://threatintel.cc/2026/10/06/googles-pagebreak-ai-agent-finds.html
October 6, 2026 at 7:20 PM
Google’s PageBreak AI Agent Finds 500 Flaws in Its Web Apps
Google’s PageBreak AI agent has found 500 flaws across its web applications, Dark Reading reports. The effort illustrates a growing trend of pairing AI with determi... https://threatintel.cc/2026/10/06/googles-pagebreak-ai-agent-finds.html
Google’s PageBreak AI agent has found 500 flaws across its web applications, Dark Reading reports. The effort illustrates a growing trend of pairing AI with determi... https://threatintel.cc/2026/10/06/googles-pagebreak-ai-agent-finds.html
Google's PageBreak AI Agent found 500 flaws in its web apps.
Source: Dark Reading
Source: Dark Reading
Just a moment...
Google's PageBreak AI Agent found 500 flaws in its web apps.
www.darkreading.com
October 6, 2026 at 7:08 PM
Google's PageBreak AI Agent found 500 flaws in its web apps.
Source: Dark Reading
Source: Dark Reading
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps https://bit.ly/3W9TzQy by Elizabeth Montalbano
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
www.darkreading.com
October 6, 2026 at 6:42 PM
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps https://bit.ly/3W9TzQy by Elizabeth Montalbano
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps #cybersecurity #hacking #news #infosec #security #technology #privacy
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
www.darkreading.com
October 6, 2026 at 6:14 PM
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps #cybersecurity #hacking #news #infosec #security #technology #privacy
Google's PageBreak AI agent found 500+ XSS flaws in its own web apps—pairing Gemini models with deterministic validators to cut false positives near zero. A real-world look at proactive risk reduction. #AppSec #CyberSecurity snip.ly/tcp2mr
Google's PageBreak AI Agent Finds 500 Flaws in Its Web Apps
The situation illustrates a trend toward using AI and deterministic validation to identify flaws and exploitability, and provide a risk assessment.
snip.ly
October 6, 2026 at 8:53 PM
Google's PageBreak AI agent found 500+ XSS flaws in its own web apps—pairing Gemini models with deterministic validators to cut false positives near zero. A real-world look at proactive risk reduction. #AppSec #CyberSecurity snip.ly/tcp2mr
GoogleのAIエージェント「PageBreak」、自社Webアプリで500件超の脆弱性を発見
Googleの社内AIエージェントが、同社自身のWebアプリケーションで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見しました。AIと検証を組み合わせることで、悪用される可能性が高く、対処すべき脆弱性の全体像を把握できるようにしています。PageBreakは、Googleのプロダクトセキュリティチ
Googleの社内AIエージェントが、同社自身のWebアプリケーションで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見しました。AIと検証を組み合わせることで、悪用される可能性が高く、対処すべき脆弱性の全体像を把握できるようにしています。PageBreakは、Googleのプロダクトセキュリティチ
GoogleのAIエージェント「PageBreak」、自社Webアプリで500件超の脆弱性を発見
Googleの社内AIエージェントが、同社自身のWebアプリケーションで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見しました。AIと検証を組み合わせることで、悪用される可能性が高く、対処すべき脆弱性の全体像を把握できるようにしています。PageBreakは、Googleのプロダクトセキュリティチ
blackhatnews.tokyo
October 6, 2026 at 6:14 PM
GoogleのAIエージェント「PageBreak」、自社Webアプリで500件超の脆弱性を発見
Googleの社内AIエージェントが、同社自身のWebアプリケーションで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見しました。AIと検証を組み合わせることで、悪用される可能性が高く、対処すべき脆弱性の全体像を把握できるようにしています。PageBreakは、Googleのプロダクトセキュリティチ
Googleの社内AIエージェントが、同社自身のWebアプリケーションで500件を超えるクロスサイトスクリプティング（XSS）の脆弱性を発見しました。AIと検証を組み合わせることで、悪用される可能性が高く、対処すべき脆弱性の全体像を把握できるようにしています。PageBreakは、Googleのプロダクトセキュリティチ