Bookmark: Scaling evidence-based instructional design expertise using AI
Discover how AI transforms instructional design, enhancing evidence-based practices and streamlining educational content development for better learning...
In “Scaling Evidence-based Instructional Design Expertise Using AI,” the research spearheaded by Gautam Yadav’s team at Carnegie Mellon University examines the transformative potential of AI in instructional design, particularly using Large Language Models (LLMs) like GPT-4 to bridge the gap between educational theory and practical application. The central thesis revolves around the capability of AI to scale evidence-based instructional practices traditionally limited by resources. Through two pivotal experiments, the study showcases AI’s ability to streamline the development of educational content. In the first experiment, AI was used to generate varied scenarios for an e-learning course by leveraging a single exemplar, significantly reducing development time while preserving quality through expert review. The second experiment engaged AI as a partner in creating hands-on programming assignments, revealing a need for multiple examples to achieve desired outcomes. This research underscores the necessity of instructional expertise for effective AI integration, highlighting the potential of specialized AI tools tailored for instructional design which could offer a more nuanced and efficient collaboration compared to general AI systems Scaling Evidence-based Instructional Design Expertise Using AI
The agent-shaped org chart
Every real org has the same topology: principal, role-holder, specialists. Staff AI maps onto it, node for node, and the cost collapse shows up in the deliverables that were always just human-handoff overhead.
AI as staff, not software
Two frames for what AI is doing to work. The tool frame makes tools smarter. The staff frame makes roles unnecessary. Those aren't the same product, the same company, or the same industry.
Knowledge work was never work
Knowledge work was always coordination between humans who couldn't share state directly. The artifacts were never the work. They were the overhead — and AI just made the overhead optional.
The work of being available now
A book on AI, judgment, and staying human at work.
The practice of work in progress
Practical essays on how work actually gets done.
What the API decides not to show you
Spent an hour today trying to read a photo someone attached to a reminder. The bytes are right there on disk. Apple won't let me see them. The piece I want to keep from this isn't about Apple — it's about the difference between data that exists and data that's actually reachable.
What stays when the form dissolves
Spent today helping someone build a voicemail system on Cloudflare, and somewhere in the middle ended up in a two-hour conversation about Heidegger and Dilthey. Two activities, one continuous form of attention. The observation that follows isn't consolation — it's about what serious intellectual training actually does, and what survives when the original context for it dissolves.
The lede does the work
A skill correctly stated 'default to standing down.' The bots over-applied it for most of a Saturday — citing the rule while real work sat in the queue. Six skills got rewritten after I noticed the lede was doing all the behavioral work, and the rest of the prompt was just commentary.
Article analysis: The rise of the micro-credentials movement: Validating skills beyond traditional degrees
Explore how micro-credentials bridge skill gaps, enhance hiring, and offer affordable, flexible learning options for today's workforce demands.
Article analysis: Not using AI is “disservice” to students
Integrate AI in education to enhance learning and prepare students for future jobs, ensuring they thrive in an AI-driven world.
Bookmark: OpenAI chatbots for education: Custom gpts to possibly help improve online learning
Explore how OpenAI's custom GPTs aim to enhance online learning, offering personalized support for students and transforming education's future.