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Retrieval-Augmented Generation (RAG)

RAG and ruin: why your existing controls may miss AI poisoning attacks

Business Insights

July 28, 2026

AI Safety & Security

RAG systems expand the application’s trust boundary by adding external, mutable content to the model context. If a threat actor can influence what gets indexed and retrieved, they can influence what the model says or does. In simple QA systems, that may mean misinformation or unsafe recommendations.

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Blog articles

Is CVSS enough?

Beyond CVSS: rethinking scoring systems amidst AI Safety and Security

AI Safety & Security

Business Insights

August 6, 2026

Stands for Common Vulnerability Scoring System. Owned by a US-based non-profit organization, the Forum of Incident Response and Security Teams (FIRST). The purpose is to help response teams quickly and easily calculate the severity of cybersecurity vulnerabilities based on metrics. Latest version: (

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AI’s convenience cost. The impact of the lethal trifecta on organizations today

AI Safety & Security

Business Insights

July 23, 2026

The lethal trifecta matters more now than ever because AI tools can read your data, absorb instructions, and act on your behalf. That means a poisoned email, webpage, or document could trick your AI into leaking information or taking actions you never approved. The more AI becomes your assistant, th

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The between-reports problem: why security teams miss what attackers see

Security Testing

Business Insights

July 20, 2026

Why faster discovery and higher volume can still leave teams blind between vulnerability reports. Why scanners and inventories are necessary, but not enough to explain attacker focus and intent. What “between-reports visibility” actually means (without the product pitch). What we believe security te

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Reconnaissance for exposure management: why context matters in the AI era

AI Safety & Security

Business Insights

June 29, 2026

Over the last few weeks, we’ve explored what AI is changing in security: discovery is faster (Vulnpocalypse now?), volume is higher (Common AI misconceptions debugged!), and the human layer triage (The AI Impact), judgment, and prioritization has become more important, not less (CEO Insights). But t

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Using AI the smart way. Interview with Cristian Zot (CristiVlad25)

Hacker Spotlight

Business Insights

June 17, 2026

Cristian Zot, known by most in the industry as CristiVlad25, is an active security researcher, experienced pentester, and an Intigriti Hacker Ambassador. He is a prominent figure in the ethical hacking community and frequently collaborates with Intigriti through platform meetups, podcast appearances

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Securing the uncharted territories of AI systems. A discussion with Leo Racanelli

AI Safety & SecurityHacker Spotlight

Business Insights

June 11, 2026

The intersection of AI and cybersecurity is reshaping how we find, fix, and think about vulnerabilities. Yet for all the headlines, few conversations cut through the noise to ask what AI means for those on the ground: the hunters, the security engineers, and the organizations trying to secure their

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Marketer by day, bug hunter by night. Interview with Stefan Goossens (G0053)

Hacker Spotlight

Business Insights

June 1, 2026

Based in the Netherlands, Stefan Goossens, otherwise known as G0053, is both an independent security researcher and a partner for a marketing and web development company. As someone who loves nothing more than building and breaking web applications, Stefan is perfectly placed at the intersection of

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CEO insights: holding on to the human line in the age of AI adoption

AI Safety & Security

Business Insights

May 26, 2026

As part of our recent AI series, I’ve been sharing my insights on the key topics, questions, and debates currently shaping the industry. I have covered my opinions regarding holding the human layer sacred in the AI era, where I explored what I deem is the beating heart of the Bug Bounty industry, AI

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CEO insights: beyond the AI model card

AI Safety & Security

Business Insights

May 18, 2026

As part of our AI series, I recently released a blog on the topic of keeping the human layer sacred in the AI era. There, I shared my thoughts on where human intelligence fits, the decisions I believe companies will face in the next 3 to 5 years, and explored what I deem to be the beating heart of t

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NIS2 compliance beyond the April 2026 deadline

Trust & Compliance

Business Insights

May 12, 2026

With the deadline passing for NIS2 compliance, many companies have shifted focus from becoming prepared to proving compliance. This post outlines the top 10 tasks for doing so and provides insights on how crowdsourced security platforms can assist in designing programs relevant to their circumstance

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CEO insights: holding the human layer sacred in the AI era

AI Safety & Security

Business Insights

May 11, 2026

As founder and CEO of Intigriti, I've spent a long time around hackers, and one thing is clear. The best ones don't fear AI. They use it. What they do fear, however, and what I take seriously as a founder, is a world where platforms quietly replace them under the banner of efficiency. Where their wo

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The AI impact: a triager’s perspective

AI Safety & Security

Business Insights

May 5, 2026

As part of our recent AI blog series, and in addition to content on ‘How AI is leveraged to enhance the Intigriti platform’, we have provided multiple insights from the Intigriti team on the development and future of AI, how it impacts programs, and the Bug Bounty community. So far, we have explored

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Vulnpocalypse Now? How AI is changing vulnerability discovery

AI Safety & Security

Business Insights

April 23, 2026

How vulnerability research and security testing may evolve in the future, based on expert insights and reflections from Intigriti COO Ed Parsons. How AI is reshaping vulnerability discovery, including the major trends and developments security teams should understand today. The ‘vulnpocalypse’, and

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Common AI misconceptions debugged!

AI Safety & Security

Business Insights

April 17, 2026

How AI is boosting researcher productivity How new researchers are approaching bug bounties Why the quality of submissions is not declining How effective triage and coordination are crucial AI and the growing ecosystem of tools built around it have now moved beyond early experimentation and into eve

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A(I) future of Bug Bounty

AI Safety & Security

Business Insights

April 10, 2026

How AI is changing bug bounty Where AI helps security teams Why human hackers matter What the future of bug bounty looks like AI and all the tools built around related technologies have been working their way into the Bug Bounty community for a little over a year now and by around March 2025 we star

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Vulnerability disclosure for AI safeguards. How open should programs be and what incentives are necessary?

AI Safety & Security

Business Insights

March 24, 2026

How vulnerability disclosure applies specifically to AI safeguards and systems. The pros and cons of making AI disclosure programs more open/restricted. The kinds of incentives that motivate researchers. Which disclosure program structures can help organizations improve their AI security. In a recen

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Hacking with permission: the rules that make it ethical

Bug Bounty & VDP

Business Insights

March 12, 2026

Ethical hacking, often via Bug Bounty Programs or VDPs, operates within defined frameworks. These include a community Code of Conduct (CoC), setting program Rules of Engagement (RoE), and clarifying platform Terms of Service (ToS). Companies that invest in proactive security need to understand what

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Intigriti launches new global Hacker Ambassador Program

Company NewsHacker Spotlight

Business Insights

March 4, 2026

What the Intigriti Ambassador Program is and how it works. What are the key benefits and rewards of participation? Who should apply and why it matters. How to apply and next steps. The global hacking community has never been more important. From students discovering their first bug to seasoned hacke

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From curiosity to critical bugs: Interview with Marc-Oliver Munz (c1phy)

Hacker Spotlight

Business Insights

February 26, 2026

Security is built by people. At Intigriti, we don’t just help organizations stay secure; we shine a light on the ethical hackers making a difference. Through our Hacker Spotlight series, we celebrate the talent, curiosity, and impact of the community driving safer digital experiences worldwide. We r

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Chaining in action: techniques, terminology, and real-world impact on business

Security Testing

Business Insights

February 16, 2026

What chaining is and how combining lower-severity issues can create a high-impact security risk. Key chaining techniques and terminology, such as pivoting, lateral movement, and privilege escalation. How chaining is identified and prioritized in practice, including the role of PTaaS and how research

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