Publishing Direction
Use AI with better judgment, not just faster output.
Articles for this section are published when each piece has enough useful structure, source context, and practical value to stand on its own.
Category
AI Learning
Clear guides on AI tools, prompt design, automation, study systems, and practical workflows for learners and builders.
AI
AI Study Diagrams: Verify the Parts, Then Draw From Memory
A practical workflow for turning source text into a checked diagram brief, auditing AI-generated visuals, and rebuilding the mechanism from a blank page.
2026-09-02 - 11 min readAIAI Quiz Blueprints: Test the Skill, Not the Wording
A source-grounded workflow for planning AI-generated practice questions, removing answer cues, mixing response formats, and checking whether the quiz measures the intended skill.
2026-09-02 - 12 min readAIAI Contrasting Cases: Compare Examples Before Naming the Rule
A practical workflow for using AI to build revealing example pairs, notice the feature that matters, and test the rule on a fresh case instead of memorizing an explanation.
2026-09-02 - 12 min readAIAI Rubric Calibration: Learn to Judge Your Own Answer
A practical workflow for turning vague criteria into observable evidence, calibrating AI feedback on anchor answers, and revising without treating its score as authoritative.
2026-08-19 - 13 min readAIAI Spaced Practice: Schedule Reviews That Adapt to Recall
A practical way to use AI for a flexible review calendar, retrieval-first sessions, honest recall logs, and a delayed check that the plan is working.
2026-08-19 - 11 min readAIGemini Notebook Audio Overviews: Listen, Pause, Check the Source
A practical workflow for turning a Gemini Notebook Audio Overview into an active, source-checked study session instead of a polished background podcast.
2026-08-18 - 10 min readAIAI Pretesting: Make an Attempt Before You Ask for Help
A practical AI pretesting workflow that turns an honest first attempt into focused study, source-checked feedback, and a later transfer test.
2026-08-16 - 12 min readAIAI Self-Explanation: Explain First, Then Check the Links
A practical workflow for writing your own causal explanation, using AI to question missing links, and checking the result against a trusted source and a changed example.
2026-08-16 - 11 min readAIAI Analogies: Map the Match, Then Find the Break
A practical workflow for turning an AI-generated analogy into a mapping ledger, checking its limits, and proving understanding on the real concept.
2026-08-15 - 12 min readAIAI Error Logs: Turn Mistakes Into Better Feedback
A practical workflow for preserving first attempts, using AI to diagnose one mistake at a time, and proving the correction on a fresh problem.
2026-08-15 - 11 min readAIAI Mixed Practice: Learn to Choose the Method, Not Just Repeat It
A practical workflow for using AI to build interleaved practice that tests strategy choice, keeps answer keys auditable, and avoids random difficulty spikes.
2026-08-14 - 11 min readAIAI Concept Maps: Build Connections You Can Explain
A practical workflow for drafting a concept map yourself, using AI to challenge its edges, and checking every relationship against trusted source material.
2026-08-14 - 12 min readAIAI Worked Examples: Fade the Steps Until You Can Solve Alone
A practical workflow for turning one verified solution into a sequence of AI-assisted worked examples that gradually transfers every step back to the learner.
2026-08-13 - 11 min readAIAI Flashcards: Build a Deck That Tests Recall, Not Recognition
A practical workflow for turning course notes into a small, source-checked AI flashcard deck that tests recall, exposes weak cues, and survives a second session.
2026-08-12 - 10 min readAIAI Context Packs: Use Long Documents Without Losing the Question
A practical workflow for selecting, labeling, ordering, and testing long-document context before asking an AI model to compare evidence.
2026-08-12 - 11 min readAIAI App Permissions: Review Before You Allow an Action
A practical guide to connected AI app permissions, approval cards, prompt injection, scoped requests, and checking the real result in the external service.
2026-08-11 - 12 min readAIAI Image Provenance: A Practical Check Before You Share
A practical AI image-verification workflow using Content Credentials, watermark checks, reverse search, context checks, and an honest share-or-hold decision.
2026-08-07 - 9 min readAIAI Model Deprecations: How to Migrate Without Silent Quality Loss
A practical AI model migration guide for mapping shutdown dates, building acceptance tests, comparing outputs, and monitoring the replacement after launch.
2026-08-07 - 13 min readAIChatGPT Work: How to Delegate a File Project Without Losing Control
A practical guide to briefing ChatGPT Work for a multi-file project with protected originals, approval gates, realistic failure checks, and a verifiable handoff.
2026-08-06 - 9 min readAIAI Prompt Caching: How to Measure Savings Instead of Guessing
A practical guide to structuring repeated AI requests for prompt caching, reading usage data, testing cache hits, and deciding whether the savings are real.
2026-08-05 - 10 min readAIGPT-5.6 Reasoning Effort: Find the Cheapest Setting That Passes
A practical GPT-5.6 evaluation guide for choosing Sol, Terra, Luna, and reasoning effort by measuring quality, retries, review time, latency, and cost per successful task.
2026-08-04 - 11 min readAIAI Deep Research: How to Write a Brief You Can Audit
A practical workflow for planning AI deep research, controlling sources, checking citations, and turning a polished report into an auditable decision record.
2026-08-03 - 12 min readAIHow to Use ChatGPT Study Mode Without Skipping the Learning
A tested 25-minute Study Mode workflow that uses delayed answers, a four-rung hint ladder, retrieval practice, and an independent transfer check.
2026-08-03 - 10 min readAIAI Memory Settings: How to Review What Chatbots Remember
A practical guide to reviewing AI memory and personalization settings before a chatbot keeps using old chats, preferences, files, or connected app context.
2026-08-02 - 7 min readAIAI Code Patches: How to Review Before Running
A practical workflow for reviewing AI-generated code patches before running commands, applying suggestions, or merging changes.
2026-08-02 - 9 min readAIAI Document Summaries: How to Check a PDF Answer
A practical guide to checking an AI-generated PDF or report summary against source pages, extracted claims, and tool-specific file limits.
2026-08-01 - 7 min readAIAI Privacy Checks Before Pasting Private Notes
A practical guide to redacting private notes before using AI for summaries, study plans, meeting recaps, or draft outlines.
2026-08-01 - 8 min readAIAI Prompt Tests: How to Evaluate a Reusable Prompt
A practical guide to testing a reusable AI prompt with sample cases, failure notes, source checks, and a clear decision rule before relying on it.
2026-08-01 - 9 min readAIAI System Cards: How to Read Before Using a New Model
A practical guide to reading AI model system cards and transparency notes before using a new model for research, coding, or published explanations.
2026-07-31 - 7 min readAIAI Source Checks: A Practical Workflow for Verifying Answers
A practical AI learning workflow for checking source-backed answers before using them in study notes, research summaries, or published work.
2026-07-31 - 8 min readAIHow to Use AI as a Learning Partner Without Losing Your Judgment
A practical guide for using AI to study, research, write, and build skills while keeping verification, privacy, and independent thinking in the workflow.
2026-07-31 - 9 min read