
BRIEFING 15
Finding Common Themes in Feedback
A group can share a great many views at once. Nicole Junkermann explains how AI can help draw out the common themes, and why reading the full comments as well keeps every voice in the picture.
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One idea at a time. Short audio notes from the AI Overview, each published with its video and a full transcript.
Latest briefing
BRIEFING 14
A plan can read well and still leave out a step. Nicole Junkermann explains how AI can help find the gaps, and why the decision about what deserves a closer look stays with you.
Read the transcriptFrom the blog: Nicole Junkermann on Delegating to AI Far From Earth and Nicole Junkermann on AI, Athletes and the Future of Sports Health.
All briefings

BRIEFING 15
A group can share a great many views at once. Nicole Junkermann explains how AI can help draw out the common themes, and why reading the full comments as well keeps every voice in the picture.

BRIEFING 16
The future of sport should bring people closer together. Nicole Junkermann explains how AI can support learning and fresh ideas, while hope, joy and the will to try again remain human.

BRIEFING 09
A sandbox lets people examine how a system behaves, and what is at stake, without exposing anything real.

BRIEFING 10
The aim is not simply smaller AI. It is more practical AI: a system that does the needed thing well and cheaply.

BRIEFING 11
Real-time AI is about timing as much as intelligence. An answer that comes too late is a different answer.

BRIEFING 12
A better voice is not louder. It is more human, and most of that comes from timing rather than from sound quality.

BRIEFING 13
Better systems should connect without becoming chaotic, and that depends on how the connections are defined.

BRIEFING 08
The most useful automation rarely looks impressive. It removes the small, repeated steps that sit between the work people actually want to do.

BRIEFING 07
A system that prepares the decision has not made it. Accountability stays with the person who acts on the recommendation.

BRIEFING 06
Synthetic data fills gaps that real data leaves behind. It inherits the standards of whoever designed it, which is both its strength and its limit.

BRIEFING 05
A benchmark a system has effectively memorised stops measuring anything. Evaluation is shifting towards tasks that resemble the work itself.

BRIEFING 04
Transparency about how content was produced is not a courtesy. It is the information a reader needs in order to weigh what is in front of them.

BRIEFING 03
Routing simple work to a smaller, faster model is not a compromise. It is what a considered workflow looks like.

BRIEFING 02
A system that plans, monitors its own progress and reports back is a different kind of tool from one that returns an answer. It is not a different kind of authority.

BRIEFING 01
Agents change how work gets done, not who answers for it. The process is delegable; the judgement is not.
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