
Are You Paying Someone Else to Ask AI?
Your internal AI policy may not follow information into your supplier’s development and support processes.
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Start with a question. Follow it through the system.
16 articles and frameworks

Your internal AI policy may not follow information into your supplier’s development and support processes.

A blanket label conceals important differences between public feeds, video libraries, messaging services and school communities.

Agents turn an information question into a permissions question. What can they reach, and what can they do?

Age restrictions sound simple until identity, privacy, proportionality and circumvention become part of the design.

Some children use repeated language, songs and situations as material for communication and learning.

The product may look unchanged while its delivery model, data flows and human oversight have shifted.

Recommenders perform an editorial function at immense scale, but their choices are governed differently from a broadcast schedule.

The AI Value Chain Test separates access to common technology from expertise, validation and accountability.

Attention can serve learning, creativity, connection and entertainment without becoming the final measure of value.

A claim to support multiple models is not the same as a tested plan to keep your service running.

Feedback loops can make inferred preferences increasingly influential without proving that the person underneath has changed.

Watch for patterns in review capacity, service quality and technical ownership, rather than treating layoffs or faster releases as proof.

Downloaded instructions, bundled scripts and changing external references can introduce risk into an agent’s workflow.

Online systems can assist discovery, repetition and community formation, but the leap from exposure to extremist violence is not a settled causal chain.
Eight connected disciplines to carry supplier AI governance from discovery through continuity, exit and value.

Eight questions for governing systems that organise attention across childhood, politics and public life.
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