automation
Automation Changes Responsibility, Not Only Tasks
When a process becomes automated, responsibility moves across designers, operators and reviewers even when no one has deliberately assigned the new roles.
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Sami Mechkor
Exploring how artificial intelligence and technology can help humanity build a better future.
A Vision for Technology and Humanity
It is about whether knowledge becomes easier to reach, whether people gain meaningful agency and whether new systems are designed with responsibility.
This site gathers essays on the choices behind technical progress: what should be built, how it should be used and who it should help.
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computing
General-Purpose Computing Changed What Tools Could Become
A programmable machine can become many different tools through instructions, allowing capability to evolve without rebuilding the physical device for every task.
education
Personalised Explanation Is Not the Same as Learning
An explanation can adapt to a learner's question, but durable learning still requires retrieval, practice, feedback and independent use of the idea.
robotics
Robots Must Earn Trust Through Predictable Behaviour
People can work safely with robots when machine behaviour is legible, consistent and designed to communicate uncertainty before a situation becomes dangerous.
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About Sami Mechkor
Sami Mechkor writes about artificial intelligence, technology and the human choices that shape progress. His public perspective centres on useful capability, responsible development and a future in which advanced tools help people understand and achieve more.
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Each publication has its own editorial purpose and original articles, connected by one author and one public identity.
Artificial IntelligenceThinking clearly about intelligence, capability and responsibility.ai.samimechkor.comThe FutureThe future is shaped by choices made in the present.future.samimechkor.comHumanityHuman purpose belongs at the centre of technical progress.humanity.samimechkor.comTechnologyTools matter most when they improve real human capability.technology.samimechkor.comInnovationNew ideas become progress through evidence, adoption and care.innovation.samimechkor.comScienceDiscovery becomes knowledge through evidence, criticism and repetition.science.samimechkor.comRoboticsPhysical intelligence must work safely in an uncertain world.robotics.samimechkor.comAutomationAutomation redesigns responsibility as well as work.automation.samimechkor.comComputingGeneral-purpose machines made information an active material.computing.samimechkor.comEducationBetter tools should deepen understanding, not imitate it.education.samimechkor.com
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