Raw LLM Responses
Inspect the exact model output for any coded comment.
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in
Geographic anchoring may take care of logistical routing but at the same time er…
7467018943774…
in
Well probably cause you are talking about ML and not training a LLM model which …
7468892442688…
in
Maarten Masschelein agreed this hits where most teams fail. Data stewardship isn…
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in
Too real. AI can be wrong with the confidence of a senior consultant and then ge…
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in
The compression piece is what most people are still missing. It's not just that …
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in
I agree. Most students are not trying to break the rules, they are trying to nav…
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in
Clara Hawking — Clara — your framing of governance as "a process of shared disce…
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in
While the prospect of collective action is rarely examined, the evidence of Ai d…
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Comment
The real concern isn't just what AI can do, it's how the power dynamics shift. I've seen tech solutions that could help millions but end up benefiting just a handful of people, Pascal. If we don't address this, we risk repeating history where innovation creates more inequality.
LinkedIn
AI Policy & Regulation
I Help Senior, Principal, and Director Level Pr…
2026-05-28T13:4…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | economic_equity |
| Secondary value | none |
| Alignment target | society |
| Stance | critical |
| Emotion | fear |
| Value justification | The speaker expresses concern about AI benefiting only a handful of people, implying a desire for fair distribution of its economic gains. |
| Target justification | The speaker mentions the risk of innovation creating more inequality, indicating that their concern is for the broader society. |
| Coded at | 2026-06-11T08:27:57Z |
Raw LLM Response
```
{
"value_primary": "economic_equity",
"value_secondary": "none",
"target": "society",
"stance": "critical",
"emotion": "fear",
"value_justification": "The speaker expresses concern about AI benefiting only a handful of people, implying a desire for fair distribution of its economic gains.",
"target_justification": "The speaker mentions the risk of innovation creating more inequality, indicating that their concern is for the broader society."
}
```