The Sethi Ledger

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Independent research for education leaders

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Leadership Section · August 31–September 6, 2026

Learning after the tool is closed

The American Psychological Association distinguishes engagement and assisted performance from durable learning. It calls for evidence that knowledge transfers beyond an app or chatbot.

Leadership Section · August 31–September 6, 2026

State guidance and governance gaps

State AI guidance emphasizes ethics and data privacy. Stakeholder trust and ongoing monitoring receive less developed treatment; equity and educator capacity receive moderate attention.

Leadership Section · August 31–September 6, 2026

Safeguarding beyond classroom AI use

The UNICEF report estimates technology-facilitated sexual abuse affected about one in five internet-using 12-17-year-olds across the studied countries. More than four in ten cases were disclosed to no one.

Technology Section · August 25–September 1, 2026

Operational AI demonstrated measurable district savings

Fairfax County Public Schools used AI to create a Python script that organized more than 40,000 employee records. Indianapolis Public Schools reports saving over $300,000 by building internal AI tools and expects another $500,000 in savings next year.

Technology Section · August 25–September 1, 2026

OpenAI expanded its district footprint and privacy framework

ChatGPT for Teachers expanded to 55 additional school systems, reaching over 300,000 educators across more than 100 K–12 organizations. OpenAI also introduced a Student Data Privacy Consortium agreement covering 15 states, including Virginia, plus California.…

Technology Section · August 25–September 1, 2026

Evidence favors AI-assisted human tutoring

Stanford found strong evidence for human-led tutoring, emerging evidence for AI supporting tutors, and insufficient evidence for fully automated tutoring. AI recommendations increased lesson-topic mastery by four percentage points overall and nine points with…

Technology Section · September 5–11, 2026

Cyberattack closes Springfield schools for four days

An outside group accessed Springfield Public Schools’ network and blocked essential online programs. The district classified it as a Level 4 severe incident and closed schools Tuesday through Friday because nurses could not access medication and allergy…

Technology Section · September 5–11, 2026

E-rate’s future becomes an active budget issue

More than 600 participants joined an AASA town hall on September 10 as the FCC considers narrowing, geographically limiting, restructuring or potentially ending parts of E-rate. The program currently provides 20%–90% discounts. The FCC’s 2026 funding cap is…

Technology Section · September 5–11, 2026

AI is increasing the complexity of special-education disputes

State dispute-resolution agencies report receiving lengthy filings containing incorrect IDEA interpretations, erroneous filing requirements and hallucinated case law. Evidence linking AI to overall complaint growth remains anecdotal. Separately, written state…

Technology Section · September 5–11, 2026

Baltimore County publishes device-use data at enterprise scale

For 108,000 students, Baltimore County reported average daily school-device use of 70–90 minutes in middle school and 75–100 minutes in high school. Grades 3–5 averaged 50–60 minutes; K–2 averaged about 30 minutes. A separate 344-district benchmark covering…

Leadership Section · September 6–13, 2026

PISA: AI use and student performance

OECD reading scores fell 14 points from 2022. PISA links AI use for summarizing, drafting, and preliminary research with lower science scores. Weekly use for general learning shows similar scores to non-use; opportunities to assess AI information accompany…

Leadership Section · September 6–13, 2026

Explanations that help users find errors

Participants preferred plans and decomposed explanations, but simpler step-by-step traces often better supported verification. Some preferred formats increased false alarms or encouraged trust without corresponding willingness to check.

Leadership Section · September 6–13, 2026

AI participants in ethical discussion

Students reported greater ethical awareness and reasoning confidence after discussions with AI personas and peers. Interviews also identified overly agreeable AI responses and limited interaction between human participants.

Leadership Section · September 6–13, 2026

Reported psychological harms from chatbots

Clinician raters identified descriptions consistent with delusional beliefs in 102 of 185 harm reports; 50 of those described chatbot validation. Reported consequences included isolation, relationship breakdown, and hospital admission.

Leadership Section · September 6–13, 2026

UNESCO: public purpose and learner agency

UNESCO frames AI adoption around student development, autonomy, pedagogy, assessment, expression, and public accountability. It calls on education systems to actively shape their response to algorithmic technologies.