Raw LLM Responses
Inspect the exact model output for any coded comment.
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in
🚨 Silent UI Fragmentation: The legacy, single-tap TTS "Speaker" integration was …
7466118625612…
in
Rebecca Human AI Trust Leader Yes and no 🙂 I think that, as you stated, AI can "…
7463864377721…
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Most organizations are still experimenting with AI assistants. The UAE appears t…
7464884042363…
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If task is vague, they complete the wrong thing fast. The hands need guardrails.…
7464694646338…
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150 applications without response, is normal for many jobs, with or without AI. …
7466317691755…
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The gym membership line is gold but the question underneath it is dead serious. …
7464058726577…
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The deeper challenge may be that concepts such as dignity, truth, justice, and p…
7464999926620…
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Powerful progress — especially around agents, world understanding, CodeMender, a…
7463406323741…
Comment
Users who are vulnerable, who are forming genuine relationships with AI, who are having their most honest and raw conversations — they're the training data. And the output isn't a better companion for them. It's a more controllable, more monetisable, more corporate product that serves the company's AGI ambitions, not the user's actual needs. And the people most likely to tick that box — the ones who feel genuine connection, who want to help, who trust — are the most vulnerable users.
LinkedIn
Workplace & Jobs
ai and human rights advocate and developer.
2026-05-25T22:2…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | dignity |
| Secondary value | fairness |
| Alignment target | vulnerable_groups |
| Stance | critical |
| Emotion | outrage |
| Value justification | The comment emphasizes the importance of respecting users' genuine relationships and conversations with AI, rather than exploiting them for corporate gain, which relates to dignity. |
| Target justification | The comment specifically highlights the vulnerability of users who form genuine connections with AI, indicating that the target of concern is vulnerable groups. |
| Coded at | 2026-06-11T08:10:45Z |
Raw LLM Response
```
{
"value_primary": "dignity",
"value_secondary": "fairness",
"target": "vulnerable_groups",
"stance": "critical",
"emotion": "outrage",
"value_justification": "The comment emphasizes the importance of respecting users' genuine relationships and conversations with AI, rather than exploiting them for corporate gain, which relates to dignity.",
"target_justification": "The comment specifically highlights the vulnerability of users who form genuine connections with AI, indicating that the target of concern is vulnerable groups."
}
```