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How AI agents are reshaping content and teams: reflections from a roundtable
Notes from a roundtable on AI agents for content teams. See how the work shifted from producing to reviewing, and why quality control became the constraint.
Underlord got a model picker (and Claude Sonnet 4.5)
Underlord now has a model picker, including Claude Sonnet 4.5. See why different jobs suit different models and how to switch between them mid-project.
AEO for YouTube: How to get your videos cited by ChatGPT
AEO for YouTube is about being quotable, not just ranked. See how transcripts, definitions, and descriptions decide whether a model cites your video.
How Descript's Underlord finally got me to launch my course
Course creation stalls at recording, not planning. One creator explains how Underlord handled the repetitive editing and got a stalled course shipped.
Escaping the mediocre middle: How AI creative tools can actually live up to their promise
AI creative tools produce a competent, generic middle. See what it takes to get past it, and why the useful tools keep human judgment in the loop.
Vibe-coding victory: How a non-programmer built his perfect QA tool
How a QA engineer with no coding background built a working tool with AI agents. The framework he used to keep each step small and checkable.
