Raw LLM Responses
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in
I converged on the community of Ai governance from a theory I formulated and I d…
7466481519231…
in
HsuanHua Chang 張絢華, MBA, MSCS, PCC That is a fair point. It feels like they are …
7464018811197…
in
This is a good practical breakdown. The real value is moving from “using Claude”…
7464633718218…
in
I'm glad OpenAI and the Vatican are in sync, but I'm skeptical of the AI corps o…
7465011472990…
in
Nejdet Çağdaş Y. honestly, this might be the most underrated reason in the entir…
7466873089302…
in
Some needed context on both sides of the equation. We've recently added four sof…
7466170313010…
in
Tao is right that AI lowers the cognitive friction of exploring crazier paths. T…
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in
I think we're witnessing a shift from AI as a tool to AI as a workforce. Whether…
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Comment
Interesting reality check. The conversation should move from “AI replacing humans” to “AI augmenting humans.” The biggest ROI isn't from removing engineers. It's from enabling good engineers to deliver more, faster, and with better quality. When AI is applied indiscriminately, token costs, governance, review cycles, and rework can quickly outweigh the perceived savings.
LinkedIn
Workplace & Jobs
AVP – Business Growth | Enterprise IT Services …
2026-06-01T13:1…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | beneficence |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker wants AI to be used to augment and enable humans to deliver more, faster, and with better quality, which aligns with the value of beneficence, promoting human wellbeing and flourishing. |
| Target justification | The target of the speaker's comment is individual users, specifically good engineers, who can benefit from AI augmentation to improve their work. |
| Coded at | 2026-06-11T08:36:04Z |
Raw LLM Response
```
{
"value_primary": "beneficence",
"value_secondary": "none",
"target": "individual_users",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker wants AI to be used to augment and enable humans to deliver more, faster, and with better quality, which aligns with the value of beneficence, promoting human wellbeing and flourishing.",
"target_justification": "The target of the speaker's comment is individual users, specifically good engineers, who can benefit from AI augmentation to improve their work."
}
```