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The Future of Agentic AI in Education: Co‑designing with Teachers
Agentic AI refers to autonomous systems capable of setting goals, planning and executing multi‑step workflows across educational tools. A 2026 review of 28 studies found that most teacher‑AI…
4 min read
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Correct Is Not the Same as Learned
AI tutors can help students reach the right answer faster, but correctness alone does not prove durable understanding. As AI becomes more embedded in education, we need to…
4 min read
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Modern Alchemy: The Mythologies of AI in Education
In our rapid pursuit of educational innovation, we frequently fall victim to a new kind of mythology. When a learner interacts with a monolithic Large Language Model, the…
4 min read
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LearnAdapt PedOS Plugins: From Prompt to Production in a Safe Educational AI Ecosystem
The LearnAdapt PedOS Plugin Lifecycle shows how educational AI plugins can move safely from prompt to production through artefact generation, human review, automated security checks, sandboxed previews, telemetry…
4 min read
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Introducing PedOS 1.1 Lumina: A New Era for the LearnAdapt Ecosystem
The LearnAdapt Platform is launching PedOS 1.1 Lumina, a Pedagogical Operating System powered by the Ensemble of Specialized LLMs (ES-LLMs) architecture. Featuring a new developer SDK and the…
4 min read
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The ES-LLMs Public Sandbox Is Now Live: From Untamed Black Box to Interpretable Pedagogical Orchestration
The ES-LLMs public sandbox is now live. This architecture moves beyond black-box LLM tutors by introducing a deterministic, multi-agent orchestration layer that enforces pedagogical constraints, improves interpretability, and…
4 min read
