Raw LLM Responses
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in
The EdTech point 👏🏾 If the systems being deployed in learning environments carry…
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Abhishek Veeramalla The gap between "I understand AI" and "I can build with AI" …
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Finally, the staged approach here highlights an important principle: AI adoption…
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Greetings Demis, I have attempted contacting you via email as several people hav…
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Shawn Bullock, which is why I keep saying, Science and Philosophy can only take …
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Workflow complexity becomes the real barrier in AI maturity. Value increases whe…
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Interesting development. I think we really need to take this movement seriously.…
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The compression piece is what most people are still missing. It's not just that …
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Comment
The EdTech point 👏🏾 If the systems being deployed in learning environments carry the values and blind spots of their creators, then the question is not just what AI teaches but who is equipped to critically mediate it. That falls on educators and managers. And most of them have not been prepared for that responsibility. We talk a lot about AI governance at the policy and platform level. We talk very little about governance at the human layer, the people who sit between the algorithm and the learner, or between the algorithm and the employee. Quiet credibility is exactly right. And it has to be built at every level of an organization, not just at the top.
LinkedIn
AI Policy & Regulation
Senior L&D Leader | Leadership & Management Dev…
2026-05-26T06:2…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | accountability |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the need for educators and managers to be equipped to critically mediate AI, implying a desire for accountability in AI governance at the human layer. |
| Target justification | The target of the speaker's concern is individual users, specifically learners and employees, who are impacted by AI systems in learning environments and workplaces. |
| Coded at | 2026-06-11T08:12:23Z |
Raw LLM Response
```json
{
"value_primary": "accountability",
"value_secondary": "none",
"target": "individual_users",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the need for educators and managers to be equipped to critically mediate AI, implying a desire for accountability in AI governance at the human layer.",
"target_justification": "The target of the speaker's concern is individual users, specifically learners and employees, who are impacted by AI systems in learning environments and workplaces."
}
```