Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
in
The interesting part is that this moves AI from being a support layer into becom…
7465029787271…
in
This is exactly the leadership question we need to ask more often. AI capability…
7465295907295…
in
Respecting your struggle over the last many years Matthew, it’s good to know fin…
7465141383905…
in
Wrong formula. Confident delivery. And when I objected, a calm reframe that mayb…
7467480609834…
in
The real question behind AI is exactly right, who benefits and who sets the dire…
7465690499882…
in
Companies mentioned in connection with reduced, limited, or reassessed AI spendi…
7466260181161…
in
Incredible progress, especially on agentic systems. Building production GenAI pl…
7469818112024…
in
Excellent post pro From a security perspective: LLM: Protect against prompt inje…
7464722787039…
Comment
Fascinating case. What I find especially important here is that the conversation around AI adoption should probably move beyond the usual “robots replacing humans” frame. Autonomous agents in government operations are not only a technology story. They raise a much broader question: what role will be left for human judgment, responsibility, trust, and public accountability when execution becomes increasingly automated? Maybe I am in my own information bubble, but I see a lot of news about AI implementation as replacement, automation, acceleration. I see much less public discussion about what this means for people, institutions, labor markets, social trust, and the future role of human expertise — especially from political and institutional leaders driving these transformations. For me, this is where the real strategic conversation begins. Not only how much AI can execute. But what kind of human role we are designing around it.
LinkedIn
AI Policy & Regulation
Governance & Implementation Specialist | System…
2026-05-27T17:2…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | human_autonomy |
| Secondary value | accountability |
| Alignment target | society |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the importance of human judgment, responsibility, and public accountability in the face of increasing automation. |
| Target justification | The speaker is concerned about the impact of AI adoption on people, institutions, labor markets, social trust, and the future role of human expertise, indicating a focus on societal implications. |
| Coded at | 2026-06-11T08:25:07Z |
Raw LLM Response
```
{
"value_primary": "human_autonomy",
"value_secondary": "accountability",
"target": "society",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the importance of human judgment, responsibility, and public accountability in the face of increasing automation.",
"target_justification": "The speaker is concerned about the impact of AI adoption on people, institutions, labor markets, social trust, and the future role of human expertise, indicating a focus on societal implications."
}
```