Raw LLM Responses
Inspect the exact model output for any coded comment.
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in
AI is not cheap labor. It is leverage. But leverage only works if the workflow i…
7464962449264…
in
I'm surprised Laura the AI director is called it chatGPT when it's actually open…
7466823924958…
in
Something about the way AI never says "actually, on reflection" makes the humans…
7467785303685…
in
The body analogy is useful because it exposes the real enterprise problem: Most …
7464700210527…
in
Powerful progress — especially around agents, world understanding, CodeMender, a…
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in
Very relevant. The easiest thing to copy today: UI + feature layer. The hardest …
7464491317298…
in
Joop Remmé Humanity has good, evil, and all of the grey in between. Remove one, …
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in
Very important perspective. The conversation around AI is increasingly shifting …
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Comment
The “Ministries shift from operators to supervisors” line is the real story here. Once agents start executing licensing, compliance, approvals, and public services, the hard layer becomes agent governance: permissions, audit trails, rollback, exception handling, and who signs off when the agent is technically correct but contextually risky. That’s the difference between automation at scale and a public operating system people can actually trust.
LinkedIn
AI Policy & Regulation
Enterprise AI Adoption in Saudi Arabia | Sovere…
2026-05-25T09:5…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | accountability |
| Secondary value | transparency |
| Alignment target | society |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the need for agent governance, including permissions, audit trails, and rollback, which implies a desire for accountability in AI systems. |
| Target justification | The comment discusses the impact of AI on government operations and public services, indicating that the target of alignment is the broader society. |
| Coded at | 2026-06-11T08:06:09Z |
Raw LLM Response
```json
{
"value_primary": "accountability",
"value_secondary": "transparency",
"target": "society",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the need for agent governance, including permissions, audit trails, and rollback, which implies a desire for accountability in AI systems.",
"target_justification": "The comment discusses the impact of AI on government operations and public services, indicating that the target of alignment is the broader society."
}
```