The Audience Cost of Outrage
What political social media research tells us about engagement, reported experience and the limits of outrage.
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Does Emotional Arousal Really Drive Sharing?
What an influential news study and two later replications tell us about emotion and sharing.
Why Readers Unfollow Useful Accounts
An unfollow is a signal, not a diagnosis. Investigate attention and changing needs without inventing a reader’s motive.
What Makes a Reader Subscribe
A follow is a choice about future attention. What older research can—and cannot—tell us about earning a reader’s return.
Comments and Clicks Come From Different Motives
A reply, a click and a completed read can serve different needs. How to invite useful participation without confusing conversation with readership.
What a Save Tells You About Reader Intent
A bookmark records a keeping action, not a completed read. How to interpret saves without mistaking future interest for proven value.
When a Workflow Is Enough—and When You Need an Agent
A practical way to decide where AI needs freedom to choose its next step, and where explicit steps, permissions and checks are the better fit.
Designing Useful Paths Between Articles
A practical way to connect articles around reader questions, clear link promises, and honest language choices.
Making Your Reasoning Inspectable
Show the evidence, explain the method and place limits beside the claim so readers can inspect how an article reaches its conclusion.
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