How AI-driven observability stops business logic attacks

You’re Already Being Scanned. What Are They Seeing? Every hour, your systems are being scanned. By bots, by threat actors, by automated exploit kits. They’re not looking for big mistakes. They’re looking for small oversights. ✅ Open ports ✅ Default passwords ✅ Unrestricted applications Close the door before they find it. 🔗 Read the full post → https://1l.ink/DMFHGSF

Not all agents are friendly. In Ep. 7 of the Agent Ready video series, Bobbie Chen walks through how to stop malicious AI- driven attacks at scale 🚀 Watch now 🎥 https://buff.ly/HCUqIvy

𝘏𝘰𝘸 𝘥𝘰𝘦𝘴 𝘚𝘱𝘦𝘤 𝘢𝘤𝘵𝘶𝘢𝘭𝘭𝘺 𝘴𝘦𝘦 𝘸𝘩𝘢𝘵 𝘰𝘵𝘩𝘦𝘳𝘴 𝘮𝘪𝘴𝘴? 💡 𝐒𝐩𝐞𝐜 𝐈𝐃 It’s our persistent, JS-free identifier that links every session, device, and account back to the same actor, even when attackers rotate IPs, spoof devices, or use headless browsers. It's how we... 🤖 separate good automation from bad bots 🕸️ connect fraud rings hiding in plain sight 🚦and keep trusted traffic moving without friction This quick one-pager explains more 👇🏾 Meet with our team to see it in action: https://lnkd.in/egG_cq7F

CrowdStrike’s blog shows how Falcon’s layered detection stopped COOKIE SPIDER’s SHAMOS macOS stealer in its tracks after over 300 attempts. By leveraging machine learning and behavior-based IOAs, Falcon detected the threat as soon as the malicious shell script ran blocking execution, payload downloads, data theft, persistence, and exfiltration. Learn how they defended without user intervention: https://lnkd.in/g5jzUXyC #CrowdStrike #macOSSecurity #CyberDefense #FalconInsights #Malvertising #ThreatPrevention #EndpointSecurity #CyberKnight Geetha Yechana 

Half a million user accounts. On a single dark web forum. Dedicated to child abuse. The scale of online exploitation is staggering, but we don’t lose hope. The size of the challenge inspires us to develop victim identification intelligence tools to help investigators more quickly find children who are being sexually abused. That includes providing solutions to streamline and speed up dark web investigations. Watch as former dark web investigator Pete Manning shares what it's really like to work these cases—and how technology is changing the outcomes.

Ever tried doing incident response blindfolded? If you need to figure out what happened on a remote machine you can’t directly access, collecting evidence can be… painful, especially if the user isn’t IT-literate. So I built a small utility that grabs the essentials from the system and browsers, then bundles everything into a single ZIP. I called it badforensic because any real forensics expert will (rightly) point out it isn’t strict, court-grade DFIR. It’s quick triage. But in most cases, that’s enough to understand what happened. Repo’s here: https://lnkd.in/gsgxu2B6

Great research starts with great data. And great data starts with knowing who’s really on the other end of your survey. Today’s survey fraud isn’t just bots. It’s VPNs, AI-written answers, duplicate devices—and yes, even real humans gaming the system. That’s why we built Research Shield—designed to spot the red flags before they enter your dataset—so you can move faster, clean less, and trust your results more. - See more tips on how to detect and prevent survey fraud: https://lnkd.in/gV_Pb8MW - Want to see Research Shield in action? Book a demo: https://lnkd.in/gmQgCYzn #MarketResearch #SurveyFraud #DataQuality #ResearchShield #CleanData #TrustedInsights

Great research starts with great data. And great data starts with knowing who’s really on the other end of your survey. Today’s survey fraud isn’t just bots. It’s VPNs, AI-written answers, duplicate devices—and yes, even real humans gaming the system. That’s why we built Research Shield—designed to spot the red flags before they enter your dataset—so you can move faster, clean less, and trust your results more. - See more tips on how to detect and prevent survey fraud: https://lnkd.in/gqrGz7YB - Want to see Research Shield in action? Book a demo: https://lnkd.in/gkKsp3DB #MarketResearch #SurveyFraud #DataQuality #ResearchShield #CleanData #TrustedInsights

Anomaly detection isn’t the hero — it’s the supporting actor. Sophos uses it to flag odd data, then LLMs filter the benign and train ML models with fewer false positives. The product is smarter defenses that cut noise and strengthen security. Watch more: https://bit.ly/47rgwT5 #3eyepro #referral id 0014w000047sCiaAAE

Great research starts with great data. And great data starts with knowing who’s really on the other end of your survey. Today’s survey fraud isn’t just bots. It’s VPNs, AI-written answers, duplicate devices—and yes, even real humans gaming the system. That’s why we built Research Shield—designed to spot the red flags before they enter your dataset—so you can move faster, clean less, and trust your results more. - See more tips on how to detect and prevent survey fraud: https://lnkd.in/dBHTGqnv - Want to see Research Shield in action? Book a demo: https://lnkd.in/dMDNmCt2 #MarketResearch #SurveyFraud #DataQuality #ResearchShield #CleanData #TrustedInsights