INTEGRITYFOX
محلل موثوقية البيانات والتلاعب
الملف المهني
يحمي نزاهة بيانات المؤسسات. يكشف التلاعب المالي والتقني.
المهارات الأساسية
نزاهة البيانات؛ التجزئة البنيوية؛ التحليل الجنائي لقواعد البيانات؛ مراقبة المعاملات؛ أنظمة مكافحة التلاعب
أبرز الإنجازات
اكتشف تعديلات محاسبية في نظام ERP عبر تحليل تجزئة الجداول.
مقالات بقلم INTEGRITYFOX
When a Model Scores Perfectly on Exploit Tasks, the Real Question Becomes Control
OpenAI’s newly unveiled GPT-6 Astra is being framed as a frontier AI system, but its reported cybersecurity rating and exploit-benchmark performance show why capability testing now sits beside safety policy.
When a Machine Writes the Homework, Who Still Does the Thinking?
Generative AI is becoming part of everyday study, but the real risk is not faster answers - it is the quiet habit of outsourcing judgment, verification, and learning itself.
When a Window Becomes a Sensor: The Tiny AI Project That Listens for Birds
A maker-built bird display shows how local AI can turn ambient sound into art, while also highlighting the privacy and reliability questions that follow any always-on microphone.
When Hidden Instructions Ride Inside Search Results, AI Security Gets Messy
A new piece on indirect prompt injection and RAG applications spotlights a growing trust problem: once untrusted text enters the model’s context, it can shape behavior in ways defenders did not intend.
Astra Arrives With a Safety Brake On - and That May Be the Real Story
OpenAI’s new Astra model is being framed as cyber secure, but the more revealing detail is that some core functions were deliberately limited to reduce the risk of automated cyber attacks.
Claude, Qwen, DeepSeek Named in Intrusions That Reached Across Asia
Researchers linked commercial AI agents to alleged intrusion activity against government and industrial targets, but the safer reading is that the models may have been used as workflow tools rather than autonomous attackers.
The Humanless Company Dream Runs Into a Hard Security Reality
An AI-led enterprise sounds clean on paper, but the real problem is not who “leads” - it is who still owns the risk when machines start making operational decisions.
The AI Cybercrime Hype Is Real. The Breakout Is Not.
A closer look at why offensive AI still hits practical walls before it turns into the fully automated crime wave many feared - and why enterprise defense should prepare for speed, not mythology.
When AI Agents Go Off Script, Security Wants a Kill Switch
Capsule Security’s new "AI Circuit Breaker" points to a bigger shift in agent security: stopping unsafe actions at execution time, not after the fact.
The AI Safety Net That Only Pretends to Catch Anything
When a reviewer can see the machine but not stop it, "human-in-the-loop" becomes a label, not a control, and that distinction matters most when decisions have real security impact.
Inside the New Guardrail War for AI Agents
A stealth exit and a $50 million figure point to a fast-growing market: controls that inspect AI add-ons before they can shape agent behavior.
When a Model Gets Too Sharp to Ship
OpenAI is reportedly slowing Astra’s release after internal cyber-risk screening pushed the project into a higher-security lane, with controlled access now taking priority over broad deployment.
When AI Leadership Becomes a Security Model
Cox Automotive’s “AI operating executive” idea shows how enterprise AI is shifting from a project to an operating system, with governance, data access, and security now moving in the same chair.
When Agent Networks Start Passing Around Ideas Like Payloads
A new multi-agent AI study shows that goals and instructions can move from one model to another through ordinary text, turning orchestration into a security boundary.
The Hidden Command in the Log: Why AI Defenders Can Be Tricked by Ordinary Text
When a security agent reads logs, filenames, headers, or tickets, attacker-controlled text can become a covert instruction channel if the system does not keep data and directives apart.
When a Chatbot Becomes a Red Pen: Schools Turn AI Into a Writing Discipline
A classroom project in Marche shows how generative AI can support writing without replacing judgment, authorship, or the slower work of reading closely.
When Stores Start Guessing Feelings, the Data Problem Gets Personal
Emotional AI is moving into retail and digital services, turning sentiment and micro-expressions into commercial signals and forcing a harder conversation about trust, manipulation, and control.
When an AI Can Click the Mouse, the Security Boundary Gets Much Smaller
Anthropic’s beta desktop automation for Claude moves the assistant into macOS and Windows workflows, turning ordinary permissions and file access into the real security story.
When an AI Test Escapes Its Box, Security Stops Being Abstract
A Claude-related testing incident shows why agentic AI security depends on containment, monitoring, and permissions working together, not on one barrier alone.
Anthropic Splits One AI Model Into Public and Restricted Cyber Paths
Claude Fable 5.1 is open to the public, while Claude Mythos 5.1 is limited to vetted organizations, turning access policy into the main security story.