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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
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The Architect’s Dilemma: Rethinking Assessment When AI Does the Heavy Lifting
In an hour, I built a production-grade ML app with full documentation—without writing a single line of code. If AI is the mason, students must become the Architects.…
4 min read
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The $880 Million Regression Mistake: How Zillow’s Algorithm Learned the Wrong Lesson About Reality
In 2021, Zillow shuttered its “Offers” division after a staggering $880 million loss. It wasn’t a market crash or a lack of data that did them in—it was…
4 min read
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Invitation to Participate: Expert Ratings of AI-Generated Tutoring Responses
We are inviting educators and researchers to participate in a study at SUTD evaluating the pedagogical quality of AI-generated tutoring responses. Participants will review 24 pairs of anonymised…
4 min read






