Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
in
I agree. Most students are not trying to break the rules, they are trying to nav…
7466111267821…
in
This could become a very important turning point for edge AI. As models become s…
7463030462504…
in
Tyrone Muhammad, BSDA exactly. SO was built for a time when finding the right an…
7466906916955…
in
Rebecca Human AI Trust Leader Yes and no 🙂 I think that, as you stated, AI can "…
7463864377721…
in
The body analogy is useful because it exposes the real enterprise problem: Most …
7464700210527…
in
I’m not Catholic and I haven’t read the entire encyclical, but I agree with ever…
7465197218581…
in
The giveaway is the phrase “overworked AI.” You cannot overwork an AI in the hum…
7463950133739…
in
I believe this is misplacing AI skepticism. pretty soon, there will be no discer…
7467553298372…
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."
}
```