The data layer for smarter educational AI. Integrate trusted instructional content and research directly into your AI-powered tools — improving precision, relevance, and instructional alignment.
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Updated
Feb 12, 2026 - Python
The data layer for smarter educational AI. Integrate trusted instructional content and research directly into your AI-powered tools — improving precision, relevance, and instructional alignment.
Evaluation for AI outputs against trusted educational rubrics. Measure and improve content quality with research-backed rubrics — ensuring rigor, reliability, and alignment to classroom needs.
AI-SETT: A diagnostic assessment framework for AI models. Not a benchmark -- a tool to identify what models need. 600 observable criteria across 13 categories. Grounded in instructional design (SETT, Cognitive Load Theory, ZPD).
Transform PowerPoint presentations into LLM-optimized markdown while preserving instructional design narrative. Built for technical trainers.
a way to capture scenario choices made with Rise 360
Course Design Lab Repository
Preserves external versions of my pedagogical guide to teaching and learning with Discord servers.
An ecological mystery game designed for science education.
Instructional design ontology for classroom or online.
Slide deck for EME5601, Module 3: Performance Analysis (Fall 2024)
The SSWG/MVM framework is a recursive workflow generator that unites symbolic structure with semantic evaluation. It synthesizes workflows, validates them against schemas, measures clarity and coherence, and iteratively refines results until improvement plateaus. Through memory, metrics, and modular orchestration, it is both software and mindset.
A temporary Instructional Design Portfolio. I'm putting up a temporary Jekyll site while I sort out the issues with my new domain www.pulamusic-portfolio.com
Drag and drop interaction done in storyline
Slide deck for EME5601, Module 1: Introduction to Instructional Systems Design (Fall 2024)
An edtech project exploring how prompt engineering can support language teachers in lesson planning, material creation, and CEFR-aligned adaptation.
This is the official website for ThraceLabs
Slide deck for EME5601, Module 6: Design & Development (Fall 2024)
Hello! Welcome to my very utilitarian portfolio. I've chosen examples to showcase my Instructional Design experience (Testimonials2, Blockchain Class Map, REO Davis documents), Writing (Gummy Machine Report, Cafe Rica JD, Ice Cream+Stories, Story of Your Life), & Graphic Design (Logo, & Menus)
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