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Lessons handpicked for the deep research shelf.
Hyperfocus is an ADHD and autism strength when channeled. AI can help you ride a hyperfocus wave for deep research without losing the thread when it ends.
Deep research tools like GPT Deep Research and Gemini Deep Research can run 30-minute multi-hop investigations. Here's how to brief them so the output is usable.
Everyone brags about million-token windows. Here is what you can actually do with one when you learn how Gemini 2.5 Pro handles long documents.
Every LLM hallucinates. Perplexity's Sonar family solves it by grounding answers in live web results with citations. Here is when to use Sonar instead of Claude or GPT.
Fresh deep research lessons added to the library.
Async deep-research tools produce different output than chat — and need different prompts.
ChatGPT and other AIs have 'deep research' modes that browse the web for hours and write reports. Game-changing for big projects.
AI's first answer is usually shallow. With the right follow-ups, you can get serious depth. Here are the prompts that work.
Hyperfocus is an ADHD and autism strength when channeled. AI can help you ride a hyperfocus wave for deep research without losing the thread when it ends.
Subject tracks
Primary sources are powerful but difficult. AI can generate structured analysis prompts, context scaffolds, and sourcing questions that make documents accessible to students across reading levels.
Students often see something powerful in a work of art but lack the language to discuss it. AI can generate structured critique frameworks — using describe, analyze, interpret, evaluate — that scaffold visual thinking without scripting responses.
The deepest learning happens when students apply knowledge from one subject in another. AI can generate cross-curricular connection prompts that make transfer explicit — giving students a reason to see their learning as connected rather than siloed.
Generic PD rarely changes classroom practice. AI can help teachers design personalized PD pathways — identifying specific skill gaps, locating relevant resources, and structuring a growth plan aligned to school and personal goals.
Hyperfocus is an ADHD and autism strength when channeled. AI can help you ride a hyperfocus wave for deep research without losing the thread when it ends.
Special interests are a documented autism strength. AI is a tireless companion for deep, niche, satisfying knowledge dives.
Parenting a neurodivergent child means more research, more advocacy, and more drafted communications than the average parent. AI can take work off the plate without taking the parent out of the loop.
School culture surveys generate data that often sits unanalyzed. AI can synthesize the responses for faculty discussion — including the uncomfortable findings that get buried otherwise.
AI can give students fast feedback on essays — comma usage, structure, argument strength. The art is using it to deepen teaching, not deskill teachers.
Teachers create resources constantly. AI accelerates while teacher authority on content remains.
Use AI to analyze a transcript of your own classroom and identify talk patterns you'd want to change.
Use AI to compare your written grading policy to your actual gradebook patterns and surface gaps.
Use AI to vet new curriculum materials against your actual standards and student profile.
Use AI to organize evidence for an external visit by aligning artifacts to your school improvement plan goals.
Decide which assignments warrant deep feedback and which need a check mark.
Write the incident report so it's clear, factual, and useful months later.
AI policies in syllabi rot fast — AI can compare last year's policy against this year's actual classroom AI use and propose revisions before semester starts.
AI can compare scope-and-sequence documents across grades and surface vertical alignment gaps — making the K-5 conversation legible before back-to-school.