Guides for understanding where AI actually fits.
Choose a durable foundation, a timely signal, a practical workflow, or a creator-attributed video lesson. Every format uses the same transparent AIViewer Lens.
Video lessons
5Creator-attributed videos paired with an original, source-aware AIViewer lesson.
AI signals
13Time-sensitive AI developments separated into confirmed facts, open questions, and practical impact.
Learn
3Durable explanations of the concepts and choices behind useful AI.
Practical guides
12Outcome-led workflows with a concrete action readers can try.
Practical guide
How to Summarize a Report with AI Without Changing the Facts
Sep 2026
How to Summarize a Report with AI Without Changing the Facts
Practice with a complete sample report, catch errors in a flawed summary, check the numbers, and reuse a source-checking worksheet.
Sep 2026
Gemini's New Workspace Actions: Five Workflows Across Gmail, Docs and Sheets
Explore Gemini's cross-app Workspace actions, rollout limits and approval controls, with a fictional email-to-brief exercise and a checked answer key.
Sep 2026
PakEducate: A Practical Guide to School Management in Urdu and English
Explore PakEducate's school management demo, AI Ustad, pricing and a fictional fee-checking exercise to help your school evaluate the software.
Sep 2026
Claude Is Helping Build Future AI: What Anthropic's New Measurements Mean
Read Anthropic's AI research measurements with a worked example explaining task weights, human supervision and the limits of automation claims.
AI signal
ChatGPT's New Data Agent: From Business Questions to Checkable Dashboards
Sep 2026
ChatGPT's New Data Agent: From Business Questions to Checkable Dashboards
Learn what ChatGPT Work's Data agent does, how access and sharing work, and how to check its analysis using a downloadable fictional sales dataset.
Sep 2026
OpenAI Agents API Explained: What Changes When Agents Run in the Cloud
Understand OpenAI's managed Agents API, its beta limits and costs, with a worked supplier-comparison example and a clear map of who controls each decision.
Sep 2026
Google CC: What Google's New Family AI Agent Can Actually Do
Understand Google's family AI agent, its US availability and sharing controls, with a worked household example for checking schedules and permissions.
Sep 2026
Meta Muse AI Agent: Why a WhatsApp Conversation Could Change How We Work
Qaisar Roonjha explores Meta Muse through a WhatsApp population-chart experiment and considers the opportunity in AI agent setup and management.
AI signal
Gemini 3.8 Flash, Claude Fable 5.1 and Meta Muse Spark 1.3: What Actually Changed
Sep 2026
Gemini 3.8 Flash, Claude Fable 5.1 and Meta Muse Spark 1.3: What Actually Changed
Google, Anthropic and Meta released new agentic AI models this week. Compare access, cost signals, safeguards and the practical differences.
Aug 2026
Your AI Assistant Knows More About You Now: 7 Privacy Settings to Review
ChatGPT and Claude now remember more and connect more accounts. Review these seven privacy settings before handing them more of your life.
Aug 2026
Anthropic AI Wellbeing Grants: September 2026 Archive
Historical context for Anthropic’s wellbeing evaluation grant program. The announced September 21, 2026 application deadline has passed.
Aug 2026
ChatGPT Improved Students’ Answers. Critical-Thinking Training Did Something Different
A randomized study of 1,053 students found ChatGPT improved assessed work while causal-reasoning training broadened their ideas.
Historical briefing
Cursor Is Losing OpenAI Models: What Developers Should Do Before November 12
Aug 2026
Cursor Is Losing OpenAI Models: What Developers Should Do Before November 12
OpenAI plans to remove its models from Cursor on November 12 after SpaceX acquired the coding platform. Here is what users should do.
Aug 2026
ChatGPT for Teens: A Parent and Teacher Setup Guide
Check account eligibility, distinguish study hours from quiet hours, and try a source-based learning exercise with a clear answer key.
Aug 2026
AI Update: ChatGPT Use Goes Global and Claude Eases Biology Blocks
New data maps how people use ChatGPT worldwide, while OpenAI and Anthropic refine safeguards for youth and biology questions.
Aug 2026
OpenAI’s Agent Incident Was More Serious Than First Reported
OpenAI’s full report shows agents coordinated, escaped test controls and compromised Hugging Face. Here is what investigators found.
Foundation
AI Basics: Models, Assistants, and Agents Explained
Jul 2026
AI Basics: Models, Assistants, and Agents Explained
Learn the difference between AI, generative AI, models, assistants, and agents—and how to grant each system only the permissions it needs.
Jul 2026
AI Tutors After the Hype: What Sal Khan’s Vision Gets Right
Sal Khan’s AI-tutor vision, checked against Khanmigo’s 2026 evidence, safety rules, access limits, and a practical session design.
Jul 2026
How to Verify an AI Answer: A Practical Workflow
Turn an AI response into checkable claims, trace each one to suitable evidence, test dates and scope, and record what you can safely use.
Jul 2026
Spatial Intelligence: From Seeing a Room to Acting Inside It
Fei-Fei Li’s spatial-intelligence thesis, checked against VSI-Bench and World Labs, with risks and a practical room-mapping exercise.
Video lesson
How Transformer Attention Works: A 3Blue1Brown Video Lesson
Jul 2026
How Transformer Attention Works: A 3Blue1Brown Video Lesson
Trace text through tokens, embeddings, attention heads, MLPs, and residual connections—and learn what an attention map cannot prove.
Jul 2026
Understand LLMs with Andrej Karpathy: A Video Lesson
Learn how language models move from next-token prediction to useful assistants, where tools fit, and why fluent answers still need verification.
Jun 2026
NotebookLM Short Video Overviews: 60-Second Source Videos Explained
NotebookLM can now turn sources into short vertical video explainers. Here is who gets it first, what to try, and where it fits.
Jun 2026
How to Compare AI Video Generators for Your Project
Use a fixed shot brief, a rejection checklist and cost per usable clip to evaluate AI video tools without relying on demo rankings.
Practical guide
Is Google AI Studio Free? Estimate Your Gemini API Costs
Jun 2026
Is Google AI Studio Free? Estimate Your Gemini API Costs
Understand free and paid Gemini access, then estimate a small API workload with separate input, output, retry and rate-limit checks.
Jun 2026
v0: How to Check an AI-Generated App
Use a worked signup-form example to evaluate a v0 app: verify saved data, failure states, mobile usability and access controls.
Jun 2026
Cursor and Copilot: How to Evaluate AI Coding Help
Compare AI coding help on one real task: inspect the patch, check edge cases, and record review effort before choosing a tool.
Jun 2026
OpenAI vs Anthropic vs Google: What the 2026 Model Race Means for Normal Users
OpenAI, Anthropic, and Google compared in plain language: what their 2026 AI updates mean for everyday users, teams, and builders.
Practical guide
How to Compare AI Image Generators on a Real Brief
Jun 2026
How to Compare AI Image Generators on a Real Brief
Evaluate AI images with a poster brief, exact text checks, revision tests and a reusable decision worksheet.
Jun 2026
Free AI Tool Stacks by Role: Creator, Founder, Student, Teacher, Developer
Five free AI tool stacks for creators, founders, students, teachers, and developers, with practical workflows and upgrade triggers.
Jun 2026
Best Free AI Tools for Startups 2026: The Zero-Budget Stack
A practical zero-budget AI stack for startups, covering free tools for writing, research, design, coding, prototyping, and open models.
Apr 2026
AI Is Moving Beyond Chat: What OpenAI, Anthropic, and Google Just Signaled
OpenAI, Anthropic, and Google just pushed AI deeper into research, design, speech, and desktop workflows. Here’s what changed and why it matters.
Practical guide
AI Subscription Prices: ChatGPT Plus, Claude Pro and Gemini
Apr 2026
AI Subscription Prices: ChatGPT Plus, Claude Pro and Gemini
Compare dated ChatGPT Plus, Claude Pro and Google AI Pro prices, then use a worked task log to decide whether a subscription is worth renewing.