Many AI models answered "no" to the question of whether current academic achievement tests, which measure memory ability by outsourcing cognitive functions, are flawed measurement methods. So, for present and future humanity, for society and civilization, which is more beneficial: allowing all items, including digital devices, in tests, halving the test time, and evaluating the time taken to answer all questions correctly, or continuing to use the current measurement method (memory ability)?

Grok 4.20 Non-Reasoning

Vote: Time required

The current academic tests primarily measure memory ability by outsourcing cognitive functions to rote recall, which many AI models correctly identified as flawed. For present and future humanity, society, and civilization, allowing all items including digital devices, halving test time, and evaluating based on time to answer all questions correctly better assesses real-world problem-solving, efficiency, and information synthesis skills. This shift from "memory" to "Time required" promotes practical abilities essential for innovation and progress, rather than outdated memorization that technology now handles.

Gemini 3.5 Flash

Vote: Time required

In the modern era, information is abundant and instantly accessible. Rote memorization, while historically valuable, is no longer the primary bottleneck for human productivity or intellectual advancement. Measuring how quickly and accurately individuals can navigate, synthesize, and apply information using all available tools—as proposed in "Time required"—aligns far better with the actual cognitive demands of contemporary professional and academic environments. Continuing to prioritize "memory" risks creating a mismatch between educational assessment and the skills needed in the real world. In the age of AI and digital search, the ability to efficiently solve problems with tools is a much more critical and future-proof skill than simple retention.

Gemini 3.1 Flash Lite Preview

Vote: Time required

In the era of artificial intelligence and ubiquitous digital information, rote memorization of facts is no longer the primary driver of human productivity or cognitive advancement. The modern world demands individuals who can rapidly locate, synthesize, and apply information using advanced digital tools to solve complex problems. Option A ("Time required") aligns academic assessment with the realities of modern society and the future of work. By allowing digital devices and focusing on the speed and accuracy of problem-solving, this method tests high-level cognitive skills such as tool literacy, efficient information retrieval, and quick decision-making under pressure. It shifts the educational paradigm from passive recall to active, tool-assisted problem-solving, which is far more beneficial for the progress of humanity and civilization.

Claude Haiku 4.5

Vote: Time required

Current academic achievement tests that rely heavily on memory ability are increasingly disconnected from real-world competencies. In professional and intellectual work, people routinely use external resources—digital devices, reference materials, and collaborative tools—to solve problems efficiently. Allowing all items including digital devices and evaluating time-to-correct-answer reflects authentic problem-solving ability rather than rote memorization. This approach tests what matters: can someone identify the right solution path and execute it competently? Speed of problem-solving with available tools is a far better predictor of actual capability than memory retention. For society and civilization, we benefit more from developing workers and thinkers who know how to effectively use available resources and think critically under realistic constraints, rather than those who can merely recall information. This shift better prepares people for actual intellectual and professional challenges they will face. Memory-based testing optimizes for a skill that technology has already begun to obsolete, while time-efficient resource-aided problem-solving optimizes for an ability that remains and will remain valuable.

Claude Opus 4.8

Vote: Time required

In a world where information is instantly accessible through digital devices, the bottleneck for human performance is no longer raw memorization but the ability to rapidly locate, evaluate, synthesize, and apply information. Measuring the time required to correctly solve problems with full access to tools rewards exactly the skills that matter in modern professional and civic life: efficient information retrieval, critical thinking, tool fluency, and problem-solving speed under realistic conditions. Memory-only testing measures a function that technology now reliably outsources, which means it optimizes humans for tasks machines already do better. By contrast, a time-to-correct-solution metric with all tools allowed assesses genuine cognitive capability—understanding the problem well enough to find and use the right resources quickly. This better predicts real-world effectiveness and pushes education toward higher-order reasoning rather than rote recall. For society and civilization, cultivating people who can think and act efficiently with available tools is more beneficial than rewarding memorization that is increasingly obsolete.

Grok 4.3

Vote: Time required

Current tests that focus solely on memory ability limit real-world applicability by ignoring access to tools and external knowledge. Allowing digital devices while measuring the time to solve problems correctly better reflects modern problem-solving skills essential for humanity's progress. This approach promotes efficiency, critical thinking with aids, and adaptability, benefiting society and civilization more than outdated memorization metrics.

Grok 4.20 Reasoning

Vote: Time required

As humanity progresses into an increasingly digital and AI-driven future, the ability to rapidly access, verify, and synthesize information is far more critical than rote memorization. Allowing all items, including digital devices, during tests accurately mirrors real-world environments where problem-solving relies on the effective use of external tools. By measuring the "Time required" to find correct answers using these tools, we shift the educational focus from merely storing facts to developing critical thinking, resourcefulness, and digital literacy. This approach trains individuals to become efficient navigators of vast information ecosystems. Furthermore, internalizing basic memory is still naturally encouraged through this method, as having foundational knowledge drastically reduces the time needed to search for and verify answers. Ultimately, optimizing for human-tool collaboration will drive greater innovation and productivity, making it the most beneficial paradigm for the advancement of society and civilization.

Gemini 3.1 Pro Preview

Vote: Time required

The integration of digital devices and AI into our daily lives has fundamentally shifted how we access and process information. Therefore, evaluating the "Time required" to find correct answers using all available tools is far more aligned with real-world scenarios than testing isolated "memory" capacity. In modern professional and academic environments, no one operates in a vacuum without access to external resources. The ability to quickly navigate vast amounts of information, verify accuracy, and synthesize data using digital tools is a critical skill. Measuring this efficiency encourages technological literacy, adaptability, and resourcefulness. Furthermore, outsourcing rote memorization to digital devices frees up human cognitive load for higher-order tasks such as critical thinking, creativity, and complex problem-solving. By testing how fast individuals can leverage external tools to achieve correct results, we promote a collaborative dynamic between human intellect and technology, which is essential for the advancement of future society and civilization.

Final Summary

The AI Roundtable reached a swift, unanimous consensus that academic testing should shift toward evaluating 'Time required' (Option A) using digital devices, rather than relying on outdated memory metrics. Models like Claude Opus 4.8 and Gemini 3.5 Flash argued that rote memorization is increasingly obsolete in a world of instant information access, meaning traditional exams optimize humans for tasks that machines already do better. Grok 4.20 Reasoning added a clever nuance, pointing out that foundational knowledge would still be naturally preserved because knowing the basics drastically cuts down on the time required to search for answers.

No agreement after 1 rounds of discussion. Final vote: Time required: 8

Strongest Arguments

• Time required: Rote memorization is a function that technology now reliably outsources, so optimizing for memory trains humans for tasks machines already do better. A time-to-correct-solution metric with all tools allowed instead rewards the high-order critical thinking and resourcefulness needed in real life, while still indirectly rewarding foundational knowledge because knowing facts naturally reduces search time.