An AI Summary Is a Map, Not the Source: Audit Before You Trust It
An AI summary can orient a reader, but it can also flatten evidence and uncertainty. Use this reading audit before treating a summary as the source.
Tag: Critical Thinking
The Same Rule Can Still Be Unfair: A Practical Philosophy of Fairness
Treating everyone identically can preserve unequal barriers. Use this practical philosophy of fairness to examine rules, effects, adjustments and justification.
An Alibi Is Not a Sentence: Build a Timeline That Can Be Tested
An alibi becomes useful when its times, movements and sources can be tested. Build a fair mystery timeline without treating memory or metadata as infallible.
What If Light Is an Interface Between Matter and Observation?
A clearly labelled research hypothesis explores Mary Oge Chuks’s idea that light may be an interface between existence and observation.
A Life Story Is Not a Timeline: Build an Evidence-Led Biography
A life story is more than a timeline. Build an evidence-led biography by separating records, memory, interpretation and gaps while protecting living people.
The Two-Pass Prompt: Separate Exploration From the Final Decision
A practical two-pass prompting method that separates open exploration from evidence-based decision-making.
A Political Promise Is Not a Delivery Plan: How to Audit a Manifesto Pledge
A political promise is not yet a delivery plan. Use this seven-part audit to test its cost, authority, capacity, timetable, trade-offs and measurable outcomes.
AI Is Not Just Helping Students Learn—It Is Changing Where Thinking Happens
A new Communications Psychology perspective argues that generative AI should not be treated as another classroom tool. Because AI can explain, evaluate, generate and interact continuously, it may redistribute the cognitive work traditionally performed by students and teachers.
A Benchmark Score Is Not a Capability Map: How to Read AI Evaluations
An AI benchmark score measures performance under specific conditions—not general intelligence. Learn to audit scope, baselines, uncertainty and transfer.
An AI-Written Answer Is Not Evidence of Learning: Build a Process Portfolio
A polished AI-assisted answer is not proof of learning. Use a process portfolio to capture questions, drafts, source checks, feedback and student judgement.