With the popularity of AI coding tools rising among some software developers, their adoption has begun to touch every aspect of the process, including the improvement of AI coding tools themselves.

In interviews with Ars Technica this week, OpenAI employees revealed the extent to which the company now relies on its own AI coding agent, Codex, to build and improve the development tool. “I think the vast majority of Codex is built by Codex, so it’s almost entirely just being used to improve itself,” said Alexander Embiricos, product lead for Codex at OpenAI, in a conversation on Tuesday.

Codex, which OpenAI launched in its modern incarnation as a research preview in May 2025, operates as a cloud-based software engineering agent that can handle tasks like writing features, fixing bugs, and proposing pull requests. The tool runs in sandboxed environments linked to a user’s code repository and can execute multiple tasks in parallel. OpenAI offers Codex through ChatGPT’s web interface, a command-line interface (CLI), and IDE extensions for VS Code, Cursor, and Windsurf.

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On Thursday, OpenAI released GPT-5.2, its newest family of AI models for ChatGPT, in three versions called Instant, Thinking, and Pro. The release follows CEO Sam Altman’s internal “code red” memo earlier this month, which directed company resources toward improving ChatGPT in response to competitive pressure from Google’s Gemini 3 AI model.

“We designed 5.2 to unlock even more economic value for people,” Fidji Simo, OpenAI’s chief product officer, said during a press briefing with journalists on Thursday. “It’s better at creating spreadsheets, building presentations, writing code, perceiving images, understanding long context, using tools and then linking complex, multi-step projects.”

As with previous versions of GPT-5, the three model tiers serve different purposes: Instant handles faster tasks like writing and translation; Thinking spits out simulated reasoning “thinking” text in an attempt to tackle more complex work like coding and math; and Pro spits out even more simulated reasoning text with the goal of delivering the highest-accuracy performance for difficult problems.

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Are Non-Human Identities (NHIs) the Missing Link in Your Cloud Security Strategy? Where technology is reshaping industries, the concept of Non-Human Identities (NHIs) has emerged as a critical component in cloud-native security strategies. But what exactly are NHIs, and why are they essential in achieving security assurance? Decoding Non-Human Identities in Cybersecurity The term Non-Human […]

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Can Agentic AI Revolutionize Cybersecurity Practices? Where digital threats consistently challenge organizations, how can cybersecurity teams leverage innovations to bolster their defenses? Enter the concept of Agentic AI—a technology that could serve as a powerful ally in the ongoing battle against cyber threats. By enhancing the management of Non-Human Identities (NHIs) and secrets security management, […]

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On Tuesday, French AI startup Mistral AI released Devstral 2, a 123 billion parameter open-weights coding model designed to work as part of an autonomous software engineering agent. The model achieves a 72.2 percent score on SWE-bench Verified, a benchmark that attempts to test whether AI systems can solve real GitHub issues, putting it among the top-performing open-weights models.

Perhaps more notably, Mistral didn’t just release an AI model, it released a new development app called Mistral Vibe. It’s a command line interface (CLI) similar to Claude Code, OpenAI Codex, and Gemini CLI that lets developers interact with the Devstral models directly in their terminal. The tool can scan file structures and Git status to maintain context across an entire project, make changes across multiple files, and execute shell commands autonomously. Mistral released the CLI under the Apache 2.0 license.

It’s always wise to take AI benchmarks with a large grain of salt, but we’ve heard from employees of the big AI companies that they pay very close attention to how well models do on SWE-bench Verified, which presents AI models with 500 real software engineering problems pulled from GitHub issues in popular Python repositories. The AI must read the issue description, navigate the codebase, and generate a working patch that passes unit tests. While some AI researchers have noted that around 90 percent of the tasks in the benchmark test relatively simple bug fixes that experienced engineers could complete in under an hour, it’s one of the few standardized ways to compare coding models.

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Model Context Protocol (MCP) is quickly becoming the backbone of how AI agents interact with the outside world. It gives agents a standardized way to discover tools, trigger actions, and pull data. MCP dramatically simplifies integration work. In short, MCP servers act as the adapter that grants access to services, manages credentials and permissions, and..

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Microsoft has lowered sales growth targets for its AI agent products after many salespeople missed their quotas in the fiscal year ending in June, according to a report Wednesday from The Information. The adjustment is reportedly unusual for Microsoft, and it comes after the company missed a number of ambitious sales goals for its AI offerings.

AI agents are specialized implementations of AI language models designed to perform multistep tasks autonomously rather than simply responding to single prompts. So-called “agentic” features have been central to Microsoft’s 2025 sales pitch: At its Build conference in May, the company declared that it has entered “the era of AI agents.”

The company has promised customers that agents could automate complex tasks, such as generating dashboards from sales data or writing customer reports. At its Ignite conference in November, Microsoft announced new features like Word, Excel, and PowerPoint agents in Microsoft 365 Copilot, along with tools for building and deploying agents through Azure AI Foundry and Copilot Studio. But as the year draws to a close, that promise has proven harder to deliver than the company expected.

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OAuth is a broadly accepted standard. It’s used all over the internet. But as the usage of LLM agents continues to expand, OAuth isn’t going to be enough. In fact, relying on OAuth will be dangerous. We won’t be able to set permissions at an appropriate granularity, giving LLMs access to far too much. More..

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3 min readAs AI platforms grow more complex and interdependent, small failures can cast long shadows. That’s what happened inside the open-source CrewAI platform, where a vulnerability in its error-handling logic surfaced during a provisioning failure. The resulting “exception response” – the message a service returns when it encounters an unhandled error during a request – contained […]

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Alan reflects on a turbulent year in DevSecOps, highlighting the rise of AI-driven security, the maturing of hybrid work culture, the growing influence of platform engineering, and the incredible strength of the DevSecOps community — while calling out the talent crunch, tool sprawl and security theater the industry must still overcome.

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Are Non-Human Identities the Key to Secure Cloud Environments? How do we ensure our systems remain secure, especially when it comes to machine identities and their secrets? The management of Non-Human Identities (NHIs) is a crucial aspect of cybersecurity, offering a comprehensive approach to protecting machine identities and their associated credentials in the cloud. Understanding […]

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What Role Does Secrets Management Play in Harnessing Agentic AI? Where machines not only execute tasks but also make decisions, adapt, and evolve just like humans. This is the emerging frontier of Agentic AI, a transformative force. However, as promising as this technology is, its seamless and secure operation hinges significantly on effective Secrets Management. […]

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Why Is Managing Non-Human Identities Essential in Cloud Security? Non-Human Identities (NHIs) play an instrumental role in modern cybersecurity frameworks. But what exactly constitutes an NHI, and why is its management vital in safeguarding our digital? Machine identities, known as NHIs, are the digital equivalents of human identities and are instrumental in ensuring secure interactions […]

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How Are Non-Human Identities Transforming Cloud Security? Have you ever considered who—or what—is watching over your digital assets? A novel concept known as Non-Human Identities (NHIs) has emerged as a critical component in cloud security management. Unlike traditional security measures, NHIs offer a distinct advantage by bridging the gap between security teams and research & […]

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How Secure Are Your Non-Human Identities in the Cloud? Have you ever considered how machine identities are safeguarded within your organization’s architecture? If not, it’s time to delve into Non-Human Identities (NHIs) and understand their critical role in cybersecurity, especially for entities operating extensively. The Complex Landscape of NHIs NHIs are not merely artificial constructs […]

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How Can Non-Human Identities Enhance Data Integrity in Agentic AI? Have you ever considered the silent guardians keeping your data safe, especially in a cloud-dominated environment? Non-Human Identities (NHIs) is a pivotal aspect of modern cybersecurity strategies, particularly when it comes to maintaining data integrity and ensuring the reliability of Agentic AI. Understanding Non-Human Identities […]

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How Secure Are Non-Human Identities in Today’s Cloud Environment? Are you confident in the security of non-human identities (NHIs) within your organization? With digital continues to expand, securing NHIs—machine identities consisting of encrypted credentials and permissions—becomes paramount. These identities, akin to “tourists” with a “passport” and “visa,” are integral to the smooth functioning of cloud-based […]

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How Can Non-Human Identities Enhance Scalable AI Solutions? Have you ever considered the role Non-Human Identities (NHIs) play in enhancing scalable AI solutions? With the increasing reliance on technology, particularly in the cloud, managing NHIs is crucial for security and efficiency. Understanding NHIs involves knowing their components—machine identities and the secrets they hold—which are essential […]

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How Can Organizations Ensure the Security of Non-Human Identities in the Cloud? How do organizations manage the security of machine identities and secrets? This question is at the forefront for companies across industries such as financial services, healthcare, and even travel, where the secure management of non-human identities (NHIs) is crucial for maintaining robust cybersecurity […]

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What Are Non-Human Identities in Cybersecurity, and How Can They Be Managed? How can organizations ensure robust security for their machine identities, commonly known as Non-Human Identities (NHIs)? These identities are critical in protecting sensitive data and maintaining a secure environment for AI-driven processes. Understanding the management of NHIs is crucial for addressing the unique […]

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How Does Stability in AI Systems Enhance Cloud Security? Have you ever wondered how stable AI systems can revolutionize your organization’s cloud security? When industries evolve, the integration of AI into cybersecurity provides unique opportunities to enhance security measures, ensuring a safe and efficient environment for data management. The strategic importance of Non-Human Identities (NHIs) […]

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How Secure Are Your Machine Identities in the Cloud Environment? Are machine identities flying under the radar when it comes to your cybersecurity strategy? Non-Human Identities (NHIs) are rapidly becoming a crucial element in organizations operating within cloud environments. These machine identities, often overlooked, are integral to maintaining robust security postures in industries ranging from […]

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How Can Enterprises Make Informed Decisions About Scalable Agentic AI Solutions? Are enterprises truly free to choose scalable Agentic AI solutions that align with their evolving security needs? This question resonates across industries with organizations grapple with the complexities of integrating AI into their cybersecurity strategies. One of the most critical aspects of this integration […]

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Can AI-Driven Security Systems Truly Be Impenetrable? When considering the complexities of modern cybersecurity, one question arises: can AI-driven security systems be genuinely impenetrable? The pursuit of robust digital protection is a constant endeavor, particularly within Non-Human Identities (NHIs) and Secrets Security Management. This discussion delves into how these components can redefine security strategies across […]

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How Can AI-Driven PAM Improve Non-Human Identity Management? Is your organization struggling to effectively manage and secure non-human identities (NHIs) amid the complexities of cloud environments? The answer may lie in leveraging AI-driven Privileged Access Management (PAM) solutions. Machine identities are as critical as human identities, making their management paramount in safeguarding sensitive data. Understanding […]

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Are Non-Human Identities the Missing Link in Cloud Security? Are we adequately equipping ourselves against emerging threats? This question underscores the strategic importance of managing Non-Human Identities (NHIs) – crucial to bridging gaps in cloud security management. These machine identities, akin to digital “passports,” demand meticulous oversight to ensure that organizations can maintain secure cloud […]

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4 min readAnthropic’s recent disclosure of an AI-driven espionage campaign it halted represents less a new class of attack than a faster, more persistent version of patterns the industry has seen before. What distinguishes this incident is the continuity of activity an autonomous system can sustain once it is given the ability to interpret its surroundings and […]

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How Are Non-Human Identities Transforming the Landscape of Cybersecurity? Have you ever considered what constitutes the “identity” of a machine where technology evolves at breakneck speed? The concept of Non-Human Identities (NHIs) is reshaping how organizations think about cybersecurity. More than just a technical term, NHIs combine machine identities and the secrets they hold. This […]

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How Do AI-Driven Security Systems Keep Up with New Threats? How can organizations ensure their AI-driven security systems remain adaptable to new threats? With cyber threats grow in sophistication and frequency, the ability of security systems to adapt quickly becomes crucial. Non-Human Identities (NHIs) play a significant role in shaping how security frameworks respond to […]

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What Are Non-Human Identities (NHIs) and Why Are They Crucial for Safe Agentic AI? Have you considered the growing importance of Non-Human Identities (NHIs), especially when it comes to safeguarding Agentic AI systems? Where organizations across various industries embrace the potential of artificial intelligence, there’s an urgent need to address the unique challenges these systems […]

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How Can Organizations Safeguard Non-Human Identities in the Age of Agentic AI? How can robust management of Non-Human Identities (NHIs) and Secrets Security Management tighten your organization’s cybersecurity defenses? While the concept might sound futuristic, the impact is very real, especially in cloud-native environments. Let’s unravel how effective management of NHIs can mitigate potential security […]

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Have You Considered the Impact of Non-Human Identities on Cybersecurity? The future of cybersecurity is being reshaped by the rise of Agentic AI, but how does this affect our approach to managing Non-Human Identities (NHIs)? With cybersecurity demands evolve, professionals are pushed to rethink their strategies to accommodate this shift. I’ve seen how negligence in […]

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How Does the Management of Non-Human Identities (NHIs) Bridge Security Gaps? Cybersecurity is complex and multifaceted. Where machines and applications continuously interact and communicate with one another across various platforms, one may wonder how we can effectively manage these interactions to minimize security vulnerabilities. The concept of Non-Human Identities (NHIs) provides an intriguing solution when […]

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How Can AI-Driven Security Stay Ahead of Emerging Threats? What are the processes that ensure AI-driven security solutions tackle evolving threats efficiently? Where organizations transition to cloud environments, understanding and managing Non-Human Identities (NHIs) becomes crucial. NHIs represent machine identities that are foundational for maintaining robust cloud security. Integrating artificial intelligence (AI) enhances the management […]

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How Do Non-Human Identities Fit into Cybersecurity? How do machine identities, known as Non-Human Identities (NHIs), enhance the security of cloud environments? Where businesses increasingly migrate their operations to the cloud, understanding this aspect of cybersecurity becomes crucial. NHIs act as digital passports, combining encrypted secrets like passwords and tokens to grant access to systems. […]

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Explore how AI is transforming cybersecurity from reactive threat response to proactive, predictive protection — while addressing ethics, privacy, and the human-AI balance.

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Are Your NHIs in Hybrid Cloud Environments Truly Secure? Is your organization leveraging the benefits of a hybrid cloud environment while ensuring the security of its Non-Human Identities? NHIs, or machine identities, are increasingly pivotal where organizations shift more operations to the cloud. Yet, this shift presents unique challenges in securing these identities. A deeper […]

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Are You Optimizing Your NHIs for Cyber Attack Resilience? When faced with the myriad challenges of cybersecurity, have you considered how to optimize your Non-Human Identities (NHIs) for better protection against cyber threats? NHIs, representing machine identities, are increasingly targeted by cybercriminals in their quest for unauthorized system access. They comprise encrypted passwords, tokens, or […]

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What Are Non-Human Identities (NHIs) in Cybersecurity? Have you ever considered the importance of trust within your organization’s cybersecurity framework? Trust is not just applicable to human interactions but also extends to non-human entities, specifically to Non-Human Identities (NHIs). NHIs are pivotal in cybersecurity, representing machine identities composed of encrypted passwords, tokens, or keys that […]

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How Do Non-Human Identities Revolutionize Cloud Security? Where technology powers every facet of our lives, how do organizations ensure that their digital ecosystems remain secure? Enter Non-Human Identities (NHIs), an emerging frontier in cybersecurity that ensures robust protection and oversight in cloud environments. But what exactly do NHIs entail, and why are they game-changers for […]

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A New Approach to AI Vulnerability Scoring 

Top Risks in Agentic AI Systems 

• Agentic AI Tool Misuse 
• Agent Access Control Violation 
• Agent Cascading Failures 
• Agent Orchestration and Multi-Agent Exploitation 
• Agent Identity Impersonation 
• Agent Memory and Context Manipulation 
• Insecure Agent Critical Systems Interaction 
• Agent Supply Chain and Dependency Attacks 
• Agent Untraceability 
• Agent Goal and Instruction Manipulation 

Are Organizations Maximizing the Potential of Non-Human Identities? The importance of managing Non-Human Identities (NHIs) cannot be overstated. But how effectively are organizations leveraging these capabilities to enhance stable cybersecurity? NHIs—often referred to as machine identities—are pivotal in safeguarding secrets security management and ensuring robust protection across multiple sectors. Data management and cybersecurity experts have […]

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How Does Non-Human Identity Management Improve Cybersecurity? Have you ever wondered how managing identities that aren’t human can enhance the security of your organization? The notion of security extends beyond just safeguarding data from unauthorized human access. It encompasses protecting non-human identities (NHIs) that play a crucial role. The Essentials of Non-Human Identities in Cybersecurity […]

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As enterprise AI rapidly matures, we’re entering a new phase, one powered by agentic AI. These intelligent agents are more autonomous, capable of making decisions, taking actions, and adapting dynamically to new environments. This evolution introduces new complexity in how we build AI systems as well as in how we secure them. Agentic AI doesn’t..

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AI agents are transforming governance and compliance from slow, manual processes into real-time, autonomous systems. By eliminating data silos, automating risk assessments, and enabling multi-modal collaboration, enterprises can achieve governance at Mach speed.

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How Does Managing Non-Human Identities Revolutionize Cyber Defense? How can organizations enhance their defenses while managing the myriad of machine identities that populate their networks? The answer lies in Non-Human Identities (NHIs), which is revolutionizing cyber defense and creating a fortress of innovation within clouds. Understanding the Vital Role of NHIs in Cybersecurity Non-Human Identities, […]

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We have spent what seems like an eternity of our careers trying to wrangle access issues. We set up our shiny SSO portals, federate the big apps, and feel pretty good. We have a “bubble” of control. But that bubble popped. Reality is a chaotic mess of Software-as-a-Service (SaaS) sprawl, personal devices accessing corporate data,..

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Are You Embracing the Transformative Power of Non-Human Identities? Digital is evolving rapidly, and non-human identities (NHIs) are increasingly becoming integral to cybersecurity frameworks across various industries. But how are organizations harnessing the power of NHIs to enhance secrets management and secure cloud? Unpacking Non-Human Identities: The New Cybersecurity Frontier Machine identities, or NHIs, are […]

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Are You Fully Harnessing the Power of Non-Human Identities for Cloud Security? When pondering the intricate tapestry of cloud security, one might ask: Are non-human identities (NHIs) the missing link in your organization’s cybersecurity strategy? With digital transformation continues to cross new frontiers, managing and securing these machine identities becomes an indispensable cornerstone of safeguarding […]

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How Does Non-Human Identity Management Boost Cybersecurity? Where digital transformation accelerates, how can organizations ensure robust security for non-human identities (NHIs)? Understanding NHIs is pivotal for businesses that aim to safeguard their digital assets effectively. NHIs, essentially machine identities used in cybersecurity, play a crucial role in maintaining the integrity and security of a cloud-based […]

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