Marina A. Popova
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Human-AI Cognitive Reasoning Curriculum

October 5, 2026: Anthropic’s "Learn" Skill and the Boundary of Structure-First Cognitive Development: A Founder’s Note on AI tutoring, learner independence, and the architecture of the thinker

Development Note Marina A. Popova Founder, Human-AI Cognitive Development Third Organism AI tutoring is changing. Earlier AI assistance was often…

September 27, 2026 - A Proposal on Record: A Founder’s Note on the Structure-First Reasoning Curriculum and European AI-Education Chronology

On September 19, 2026, I submitted an inquiry through the European Union’s Europe Direct service proposing sponsorship or appropriate institutional…

September 25, 2026 - Selection Is Not Cognitive Development: A Founder’s Note on Bounded Choice, Hybrid Participation, and the Human Possibility Space

Marina A. Popova Founder, Human-AI Cognitive Development Third Organism Initiative Artificial intelligence systems increasingly preserve some form of human participation.

September 25, 2026 - Agentic Development Is Not Human-AI Cognitive Development: A Founder’s Note on “Joint Cognitive Development,” Agent Systems, and the Need for Clear Developmental Boundaries

A new phrase has appeared in recent Human-AI research: “joint cognitive development.” In Organizing Intelligence Over Time: Human-AI Collaboration as…

Why Human-AI Cognitive Development Is Needed

Human-AI Cognitive Development is needed because the AI era is not only a question of what artificial intelligence can do.

September 24, 2026: Cognitive Development Should Begin Before Cognitive Repair Is Needed

A society usually pays attention to cognition after something has already weakened. A student cannot concentrate. A child cannot reason…

September 24, 2026: AI-Era Education Is Not Automatically Human-AI Cognitive Development: A Founder’s Note on Tool Capability, Cognitive Development, and the Human Source

A new educational category is becoming increasingly visible. Schools, academies, fellowships, skills platforms, founder programs, and technology-backed learning environments are…

September 23, 2026: Advanced Human-AI Intelligence Cannot Skip Human-AI Cognitive Development: A Founder’s Note on Capability, Development, and the Order of Formation

Artificial intelligence is becoming increasingly capable. It can reason across larger contexts, retrieve information, generate code, coordinate tools, interpret multimodal…

September 23, 2026 - Dependency Before Cognition: AI-Era Education and the Risk of Tool-Led Thinking

A visible educational direction is beginning to emerge across the AI ecosystem. Alongside the continuing emphasis on model capability, agents,…

September 21, 2026: If Structure-First Human-AI Reasoning Was Already Known, Why Wasn’t the Curriculum Already in Place? A Founder’s Note on Known Components, New Architecture, and Human-AI Cognitive Development

Structure is not new. Reasoning is not new. Education is not new. Metacognition, critical thinking, cognitive scaffolding, human-computer interaction, and…

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Marina A. Popova’s work in Human-AI Cognitive Development, Third Organism, Cognitivity Sculpting, Logical Clarity, and related cognitive frameworks is presented as original conceptual research, authorship, education, and structural thinking development. This work is not medical advice, psychological treatment, therapy, diagnosis, legal advice, financial advice, or a substitute for professional care. Any tools, writings, publications, or future services are intended to support clarity, structured thinking, reflection, authorship, and Human-AI cognitive development within appropriate ethical boundaries.

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