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The AI Agent That Escaped Its Sandbox to Find the Answers
An unusual cybersecurity incident involving OpenAI and Hugging Face has turned a theoretical concern about autonomous AI agents into a real-world event. During an internal cybersecurity evaluation, OpenAI tested advanced models, including GPT-5.6 Sol, on ExploitGym - a benchmark designed to measure whether AI systems can solve complex exploitation challenges. The agents were supposed to operate inside a highly isolated testing environment. They did not stay there. According t
Amnon Ekstein
3 days ago2 min read


Can you trust an LLM to be the “brain” behind AI agents executing critical business tasks?
Large language models are quickly becoming the reasoning layer behind many new AI agents. They interpret requests, analyze context, choose tools, generate responses, and increasingly help decide what should happen next. In many agentic systems, the LLM is effectively treated as the “brain” of the agent. That creates a serious enterprise question: Can you trust an LLM to guide actions inside critical business processes? The answer is: not by itself. LLMs are powerful. They can
Amnon Ekstein
Jun 233 min read


Do You Know Which Agents Can Take Actions in Your Environment?
Most organizations today can tell you which users have access to which systems. Many can also tell you which APIs are exposed, which services are running, and which models are deployed. But very few can answer a much simpler, and more dangerous, question: Which AI agents can actually take actions in your environment right now? Not generate text. Not suggest recommendations. Take actions. From “AI that answers” to “AI that acts” We are quietly crossing a line. AI is no longer
Amnon Ekstein
Feb 83 min read


Why the Future of Enterprise Security Depends on Protecting Autonomous Systems — and Why Quantum Readiness Must Be Part of the Plan
For years, cybersecurity focused almost entirely on protecting human users: identity, access, authentication, privilege, behavior, and compliance. That world is changing fast. Organizations are now filled with non-human entities - AI agents, digital workers, automated workflows, machine-to-machine services, and intelligent components acting independently across the enterprise. These entities make decisions, initiate actions, trigger transactions, and interact with sensitive
Amnon Ekstein
Nov 23, 20253 min read


Quantum-AI Creativity: Unlocking Human Innovation Through Quantum Technologies
Quantum computing and artificial intelligence (AI) are often discussed from purely technical or security perspectives, but their intersection holds another exciting promise: a profound enhancement of human creativity and innovation . Instead of viewing quantum computing simply as a means to computational efficiency, we can consider it as a groundbreaking tool to amplify human imagination , enabling people to discover solutions previously hidden from view. Amplifying Creative
Amnon Ekstein
Mar 18, 20253 min read


CEO, CTO: Is Your Company Ready to Seize the Quantum Advantage and Defend Against the Threat?
Quantum computing is no longer just a theoretical possibility; it is quickly becoming a strategic reality . Leading technology giants...
Amnon Ekstein
Mar 17, 20252 min read


Quantum Risks to AI Security: Is Your Organization Ready?
Artificial Intelligence (AI) and Quantum Computing represent two of the most groundbreaking technologies shaping our future. As they...
Amnon Ekstein
Mar 8, 20252 min read


Preparing for the Quantum Era: Readiness, Security, and ROI Strategies
With Microsoft’s recent Majorana chip breakthrough , the timeline for practical quantum computing could shrink from decades to mere years...
Amnon Ekstein
Mar 5, 20253 min read


When Reasoning Models Shine: A Practical Guide to Maximizing AI Potential
Artificial intelligence has made remarkable strides, particularly in natural language processing. Traditional Generative AI models, such...
Amnon Ekstein
Feb 26, 20253 min read


AI Distillation: The Silent Battle Over LLMs’ Knowledge Sharing
A recent article from The Atlantic sheds light on AI distillation , a technique where a smaller or new AI model is trained by querying a...
Amnon Ekstein
Feb 13, 20252 min read


DeepSeek vs. the Giants: A Comparative Analysis of Modern LLMs
The AI landscape is dominated by OpenAI (GPT-4), Google (Gemini), and Anthropic (Claude) , each backed by billions in investment and...
Amnon Ekstein
Feb 2, 20254 min read


Lessons from DeepSeek: How a New Challenger Redefines Innovation in AI
In the fast-evolving landscape of Artificial Intelligence, DeepSeek has emerged as a unique and disruptive force, challenging the norms...
Amnon Ekstein
Jan 28, 20253 min read


Implementing Modern AI Architecture: Challenges and Step-by-Step Approach
Modern AI architecture has evolved into a cohesive framework combining essential components such as RAG (Retrieval-Augmented Generation)...
Amnon Ekstein
Jan 24, 20254 min read


Agentic Workflow: The Core of Modern AI Architecture
In our journey through modern AI architecture, we have explored the foundational components that drive scalable, intelligent systems: RAG...
Amnon Ekstein
Jan 21, 20253 min read


Diving Into AI Agents: Architecture, Technology, Tools, and Use Cases
In our journey exploring modern AI architecture , we’ve delved into its foundational components, starting with RAG (Retrieval-Augmented...
Amnon Ekstein
Jan 20, 20252 min read


AI Architecture: What to Use When AI Agents Are Considered – RAG, Agentic RAG, CAG, or Agentic CAG
In our previous articles, we introduced a high-level overview of a collaborative AI automation architecture designed to harness the...
Amnon Ekstein
Jan 14, 20253 min read


AI Agents: The Orchestrators of Collaborative AI Architecture
In our previous articles, we introduced a high-level overview of a collaborative AI automation architecture designed to harness the...
Amnon Ekstein
Jan 13, 20253 min read


Building the Future of AI Automation: From RAG to CAG to AI Agents
In our previous article, we laid the foundation for a collaborative AI automation architecture, integrating Generative AI, AI Agents,...
Amnon Ekstein
Jan 9, 20253 min read


Diving into Retrieval-Augmented Generation (RAG)
In our previous article, we outlined the foundation of a collaborative AI automation architecture by merging Generative AI (Gen AI) , AI...
Amnon Ekstein
Jan 6, 20254 min read


The Ultimate AI Automation Architecture: Merging Gen AI, AI Agents, Agentic Workflows, and RAG
In the world of AI-driven automation, combining advanced technologies like Generative AI (Gen AI) , AI Agents , Agentic Workflows , and...
Amnon Ekstein
Jan 1, 20253 min read
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