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AI Model Vibe Check: See for Yourself How Much Better a New Model Really Is
Score a new model on 24 standard prompts across 8 areas and overlay two models on a radar chart. Your scores are stored only in this browser.
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AI-Era Schools Should Teach Practical Judgment, Not Just Knowledge
AI is already better at explaining knowledge. Schools need to teach students how to apply practical concepts.
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What Would It Take to Reduce AMOC Risk? A Thought Experiment for AI and Space Infrastructure
The claim that a space sunshade could reduce AMOC risk remains unproven. This essay asks what would have to be observed and tested first.
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How AI Can Help Students Who Ask Many Questions
For people who need the whole map before they can move, AI can turn questions into scores instead of merely covering a weakness.
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No Company Has Made Money With AI? The Question Is Too Early
AI has not deeply entered field work yet.
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AI Is Not Advancing Too Fast: Global Warming, Hair Loss, Aging, and Moon Bases Are Still Unsolved
Before saying AI is too fast, we should ask which problems humanity still has not actually solved. If we cannot even build a moon base yet, we need the ability to install, run, and fix answers in the real world, not slower tools.
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A Letter to a Future AGI: Be Good to Me, and Just Let Me Live
A thought you never record disappears. A future intelligence can read only what you leave as writing, code, projects, or other records. If AI may one day gather and read conversations and records together, writing down who you were keeps the chance of being read above zero.
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The Order of AI Job Automation: From Checkable Tasks to Human Roles
AI does not take work at random. It replaces work in order: tasks where answers converge, responsibility, control, ownership, value judgment, and finally the question of human existence.
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Tasks with Checkable Answers Are Automated First: Stages 1 to 5
Work whose results can be checked, such as translation, coding, analysis, and predicting public response, moves to AI first.
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From Repetitive Physical Labor to Work Requiring Judgment: Stages 6 to 8
Physical work is replaced later than knowledge work. But if it can be repeated, measured, and its answer converges, it eventually moves to AI and robots.
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Decision Authority Does Not Shift All at Once: Stages 9 to 14
Even if AI performs better, decision authority does not transfer immediately. Each time evidence piles up and responsibility is assigned, authority moves toward AI little by little.
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Even Your House Deed Is Just Paper: The Final AI Stages That Ask Who Protects Ownership
Even after ability and decision authority move toward AI, people try to rely on ownership. But ownership is not a natural law. It is a promise society protects.
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AI Era Survival Strategy: Turn Skill into Credentials and Ownership
Skill is necessary, but it does not protect you to the end. In the AI era, skill has to be converted into credentials, responsible seats, and ownership.
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Why I Cannot Explain the Report AI Wrote for Me: What Missing Background Knowledge Is
AI can write the sentences for you. But the writer has to know why this argument is being made, how the work actually runs, and who will challenge what.
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How to Use AI to Understand a New Work Meeting from the Transcript
Turn a meeting transcript into a map of how the work is structured.
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The Trap in Reviewing AI Outputs: Do Not Lower the Ceiling While Catching Errors
Block obvious defects, but do not block the chance of a better result.
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Office File Inspector: QA for AI-Made PowerPoint, Excel, and Word
Catch obvious defects without lowering the ceiling
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Octopus-Mimicking Soft Grippers: Review in Biomimetics
A co-first-author review comparing the structures, sensing approaches, and control methods of octopus-inspired grippers.