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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
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Beyond the Monolith: Why the Future of AI Tutors Requires Specialized Ensembles (And a Pedagogical OS)
The era of the single, monolithic AI tutor is failing. Discover how Ensembles of Specialized LLMs (ES-LLMs) and the newly evolved LearnAdapt platform are creating the safe, governed…
4 min read
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Beyond the Black Box: Introducing the EODD (Explicit Orchestrated Decision Design) Framework for AI Orchestration
Monolithic AI models are failing in high-stakes environments. Discover the EODD Framework: a 7-step, domain-agnostic blueprint for multi-agent orchestration and human-in-the-loop AI.
4 min read
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Unboxing the AI Black Box: Call for Research Participants
As AI moves into high-stakes decision-making, understanding why it makes recommendations is crucial. My doctoral research at SUTD introduces Explicit Orchestrated Decision Design (EODD) to unbox the AI…
4 min read
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Formalizing Machine Pedagogical Intelligence: Announcing AIED 2026 Acceptance of our “ES-LLMs” Architecture
We are thrilled to announce the acceptance of our latest paper at AIED 2026. This research introduces the ES-LLMs architecture, providing the technical validation for “Machine Pedagogical Intelligence”…
4 min read
