‍ AI agents offer enterprises a transformational leap—not just in what gets done, but how it gets done. Their impact stems from the powerful intersection of: Speed AI agents operate 24/7 without ...

As shown, ChatGPT 4.5 is one of the more expensive options compared to others like DeepSeek R1 and Claude 3.7 Sonnet, which are priced much lower at approximately 2-20 USD per 1M tokens. However, this ...

As part of our ongoing commitment to AI safety and reliability, Holistic AI conducted a preliminary audit of xAI's latest model, Grok-3. This evaluation offers critical insights into Grok-3's ...

Static Red Teaming The Holistic AI Governance platform identifies vulnerabilities and weaknesses in the model’s responses to specific known challenges. By evaluating the model’s responses to these ...

The Threat of Membership Inference Attacks (MIA) One of the most common ways privacy risks manifest in ML is through membership inference attacks (MIA). In these attacks, the adversary attempts to ...

Towards open and responsible AI In recent years, the growing focus on responsible AI has sparked the development of various libraries aimed at addressing bias measurement and mitigation. Among these, ...

What is Shadow AI? Shadow AI refers to artificial intelligence systems or tools that employees or departments use without official approval or oversight from their organization's IT or security teams.

Figure 1. General pipeline of a black-box adversarial attacker. We assume that the target model has been trained previously. ‍ White-Box Methods: White-box robustness methods involve a clear ...

Human-in-the-Loop AI (HITL) addresses the need for human oversight and accountability. Unlike fully autonomous AI systems that operate without human intervention, HITL AI involves humans at critical ...

What is data contamination? LLMs get their general knowledge of the world from pretraining, where they are fed a wide variety of information from hundreds of thousands or even millions of sources. If ...

In the current technological landscape, Large Language Models (LLMs) have emerged as powerful tools that are transforming many areas of daily life. Effective LLM monitoring ensures accuracy, ...