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Robin! Thank you for sharing this with me (Jimmy McCue). One of the key questions you raise—how AI can improve education for students with unique needs, of which you've named one example (English learners)—is of particular interest for me right now. As we discussed recently, there is no "average" student, although the typical statistician reports with such focus, and as a result, most educators anchor to this misguided notion of the median.

I've spent the last month reflecting on learners similar to those that I worked with in South Seattle (immigrant and refugee), those in San Diego County (many of which are MLLs), and those from my first experience in education (learners in a racially segregated town in Mississippi). It has reignited a passion in me to act more intentionally in my professional efforts to create cross-community, student-driven learning experiences, where students from different regions collaborate on real-world challenges ... while leveraging AI as a tool, not a crutch.

Frankly, I'm interested in exploring how AI could be used by a number of different unique student groups as a powerful tool for bridging language gaps, providing real-time coaching, mentorship, and tutoring. Could we see more personalized instruction (data shows math in AI has yet to be beneficially engaged due to the nature of the subject as problem solving, not technically regurgitating), ensuring that these students in particular can meaningfully engage in interdisciplinary, project-based work?

I also appreciated your mention of AI improving efficiency in school district operations, based on my experience at the SEA level. I’ve been reflecting on how AI-powered data analysis could not only transform competency-based assessments (so that we can transcend the standardized tests that continue to misguide our measurement of holistic student learning), but more importantly, provide real-time insights into student progress while freeing up educators to focus on mentorship rather than administrative tasks.

Are you familiar with any AI-driven platforms that could also help personalize learning pathways, allowing students to build agency over their own educational journeys?

I would love to engage with readers on the following questions that I need help in answering:

- How can AI be leveraged to reimagine portfolio-based assessment models as an alternative to standardized testing? I am a board member of SEEQS, which uses a portfolio defense model at the end of a student's 8th grade year. I find it powerful - how can AI continue to bolster it's benefit?

- What might a teacher-AI partnership look like, where technology enhances rather than replaces the deep relational work educators provide? I ask because many of the teachers that I work with are still reluctant, hesitant, or unsure of how to engage with AI. How do we make it easier for them to adopt and own this partnership?

- How can AI facilitate mentorship networks, connecting students with industry leaders and broadening access to career pathways? How do we make the "hustle" of networking less daunting and more accessible to those seeking alternative pathways to academic and professional credentialing and success?

Lastly, I couldn’t help but smile at your mention of Russ Roberts and EconTalk—I used to be an avid listener, but over the past few years, I've fallen off. Thanks for the reminder to follow this podcast! A similar good listen: Tyler Cowen's "Conversations with Tyler."

Looking forward to your next post and the upcoming webinar—excited to see where this conversation goes!

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