The Timeline to AGI and the Singularity: Insights from 8,590 Expert Predictions

When will Artificial Intelligence reach human-level capabilities? Analysis of 8,590 predictions reveals trends and expectations for AGI and the singularity.

The question of when Artificial General Intelligence (AGI) — the point where Artificial Intelligence matches or surpasses human reasoning across most domains — will emerge has long been debated by technologists, futurists, and ethicists. To shed light on this pivotal question, recent efforts have aggregated and analyzed 8,590 expert predictions and opinion surveys, providing a comprehensive overview of expectations from the research community and industry stakeholders.

Current meta-analyses highlight that the median prediction among Artificial Intelligence researchers points to the development of AGI around 2040. These predictive timelines have shifted earlier in recent years, in part due to the rapid advancements in machine learning, deep learning, and the scaling of large language models. Notably, surveys conducted before the breakthroughs of the 2020s tended to forecast AGI farther into the future, indicating that sentiments are heavily influenced by technological progress in real time. Historical analysis of past expert predictions reveals a pattern of shifting goalposts, often correlating with high-profile milestones in Artificial Intelligence like AlphaGo´s victory and the surge in generative models.

Despite the growing optimism among some camps, there remains a wide range of opinions about the exact timing and definition of both AGI and the technological singularity — the hypothetical point where Artificial Intelligence improves itself at an uncontrollable rate, fundamentally transforming civilization. Some experts remain skeptical about imminent AGI, emphasizing the challenge of replicating consciousness, reasoning, and the multifaceted nature of intelligence. Critics also point to the risk of overestimating timelines due to hype cycles and research funding dynamics. The landscape of predictions showcases both the extraordinary pace of Artificial Intelligence development and ongoing uncertainty about how, when, and if the singularity will occur.

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UK and EU Artificial Intelligence regulatory outlook for May 2026

The UK is moving ahead with targeted Artificial Intelligence measures in policing, online safety, cyber security and copyright policy, while the EU is refining how the EU Artificial Intelligence Act will apply in practice. Consultations, new offences and implementation deadlines are shaping the next phase of compliance on both sides.

Germany sets out national implementation of the Artificial Intelligence Act

Germany has published a draft law to implement the European Artificial Intelligence Act through new supervisory structures, clearer institutional responsibilities, and measures designed to support innovation. The proposal puts the Federal Network Agency at the center of enforcement while preserving sector-specific oversight in sensitive fields.

ECB warns banks about new Artificial Intelligence security risks

The European Central Bank has called major banks to an emergency meeting over cybersecurity risks tied to advanced Artificial Intelligence models. Regulators want banks to speed up security updates as newer tools make it easier to find and exploit vulnerabilities.

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