Katy ISD near Houston unveiled one of the most detailed grade-by-grade AI frameworks from any large US district. Nearly 100,000 students. K-6: AI chatbots banned. 7th: supervised district-approved tools only. 8th-12th: AI for specific purposes with teacher authorization, must cite AI use.

200 laptops. One afternoon. Zero vendor calls. LM Studio + an open-source model, pushed through MDM. No contracts, no licensing, no servers. The laptops are the infrastructure. https://matthewrhoads.com/2026/07/18/local-llms-school-districts-lm-studio/

Claude for Teachers can build personalized instruction overnight. But every AI-generated material should pass four checks before it reaches students: cognitive science, curriculum, pacing, and slop detection. https://matthewrhoads.com/2026/07/24/the-offloading-trap-audit-ai-instructional-output/

A school pays $14,400/year for AI tools. The open-weight equivalent is free, runs on laptops they already own, and offers better privacy by design. A 500-teacher district spends six figures for what's available at no cost. https://matthewrhoads.com/2026/07/18/local-llms-school-districts-lm-studio/

China has a binding K-9 AI curriculum standard and prescriptive classroom guardrails. The U.S. has a state patchwork and federal encouragement. Both bets are uncertain. https://matthewrhoads.com/2026/07/20/two-roads-china-us-ai-education-schools/

Chinese policymakers settled whether AI belongs in schools in 2017. U.S. educators are still arguing. China is now asking how, at what scale, with what guardrails, and how to fund the rural gap. https://matthewrhoads.com/2026/07/20/two-roads-china-us-ai-education-schools/

134 bills in 31 states regulate AI in education — all because data leaves the device. Local inference changes that. Models run on school laptops, free, zero data transmission. The privacy compliance problem disappears. https://matthewrhoads.com/2026/07/18/local-llms-school-districts-lm-studio/

California just shipped the first state-level model AI policy for K-12 schools. One state now has a template that 49 others can adopt, adapt, or ignore. The districts that move first will define the national pattern. cde.ca.gov/nr/el/le/yr26ltr0706.asp

25 Tips for Instructional Coaches and Leaders — coaching cycles, feedback conversations, teacher partnerships. Real growth, not checklists. 5/5 on Amazon. matthewrhoads.com/books

Four steps for districts building AI literacy: 1. Start with the learning problem, not the technology 2. Does the tool offload or outsource cognition? 3. PD: cognitive science first, tool second 4. Demand impact evidence, not usage data

"If a vendor cannot provide evidence of impact on student learning, that is the answer." Evidence-first AI literacy means demanding proof, not promises. matthewrhoads.com/2026/07/07/beyond-the-hype-an-evidence-first-framework-for-ai-literacy-in-education/

10 books for educators this summer — organized by your role. Coaches, co-teachers, leaders, specialists. Every one rated 5/5 on Amazon. Plus 22 free coaching templates. matthewrhoads.com/books

Cognitive offloading is not cognitive outsourcing. A tool that identifies a misconception and routes to a worked example = offloading. Supports the teacher. An AI that writes the answer = outsourcing. Replaces student thinking.

4 volumes of evidence-based teaching moves across reading, writing, math, science. All 5-star rated. The Amplify Learning series. Browse: https://www.amazon.com/stores/Matthew-Rhoads/author/B0976J8SX6

Three cognitive science principles most unit plans ignore: Retrieval. Spacing. Interleaving. AI removes design labor. Use it for the design, not against it. Read: https://matthewrhoads.com/2025/08/28/using-ai-to-support-interleaving-spaced-practice-and-retrieval/

New teachers + co-teachers, your summer stack: 50 Tips for New Teachers (5/5 ★) and Co-Teaching Evolved (5/5 ★). Real strategies, real partnerships. → https://matthewrhoads.com/books/

Week reflection: AI changes the math for leaders in three places. Unit planning. Edtech architecture. Teacher rollout. Same AI tool. Different leadership decisions downstream. The variable: edtech procurement or instructional leadership?

When students 'just don't remember,' the answer is almost never effort. It is design. Memory is not a muscle you train. It is a system you engineer. Retrieval. Spacing. Interleaving. Low-stakes recall. Three minutes at the end of class beats re-teaching the next day.

The future of edtech is local. Districts that own the layer where AI meets their curriculum stop renting everything. Owning nothing means you rent everything. Owning the wrong layer means you are still renting what matters most. Which layer should your district own?

Three cognitive science principles most unit plans ignore: Retrieval. Spacing. Interleaving. AI removes the design labor. The deciding factor is whether teachers hold the line when retrieval feels slower than re-teaching. The science has been settled for 20 years. Most classrooms still skip it.

Most AI rollouts in districts fail for one reason: they read like security briefings. Not the next edtech cycle. A leadership decision, not a tool rollout. Three shifts: 1. Teaching > tech 2. Evaluation > procurement 3. Vision > risk comms

Passive review builds familiarity. Active study builds fluency. The gap between the two is wider than most people think — and it applies to PD, not just test prep. matthewrhoads.com/2026/06/06/i-built-a-personalized-study-system-with-claude-here-is-the-science-behind-why-it-worked/

Graze and Tag: one teacher leads, the other moves through the room checking understanding. Then they swap. Our simplest co-teaching strategy — and the one most pairs never try. matthewrhoads.com/2026/05/13/graze-and-tag-the-most-underrated-strategy-in-your-co-teaching-toolkit/

School leaders: upload your accreditation files to NotebookLM and ask questions your data can actually answer. Structured retrieval, not magic. matthewrhoads.com/2026/03/12/notebooklm-as-your-schools-brain-a-mission-control-for-leaders-who-are-serious-about-improvement/

Most replicated finding in cognitive science? The testing effect. Most ignored? Also the testing effect. Retrieving from memory > re-reading. Recognition ≠ recall. matthewrhoads.com/2026/06/06/i-built-a-personalized-study-system-with-claude-here-is-the-science-behind-why-it-worked/

Instructional coaching through co-teaching creates sustainable change. When coaches model strategies alongside teachers, transfer happens in real time — not in a workshop follow-up email. coteachingevolved.com

Worked examples + interactive problems = better learning than either alone. Cognitive science is clear on this. Most classrooms still don't use them. 25 Tips for Instructional Coaches and Leaders → amazon.com/dp/B0DZQRL7YC matthewrhoads.com

Built a study system with AI grounded in cognitive science. Retrieval practice. Spacing. Interleaving. The result: thinking in frameworks, not fragments. matthewrhoads.com/2026/06/06/i-built-a-personalized-study-system-with-claude-here-is-the-science-behind-why-it-worked/

Worked examples + interactive problems = better learning than either alone. Cognitive science is clear on this. Most classrooms still don't use them. 25 Tips for Instructional Coaches and Leaders → amazon.com/dp/B0DZQRL7YC matthewrhoads.com

Instructional coaching through co-teaching creates sustainable change. When coaches model strategies alongside teachers, transfer happens in real time. It's not in a workshop follow-up email. #edusky