Raw LLM Responses
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in
Enrique Marq, I really appreciate the engineering and the idea behind this, it’s…
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in
We have to find alternative ways to ensure the use of AI is limited to copilotin…
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in
Justin Wright great list. This is always what we’re headhunting for in executive…
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in
When you push an update to an infrastructure tool utilized by billions, you do n…
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in
AI opens a new space for human exploration. By reducing cognitive friction, it c…
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in
@Pascal, the cardio-as-fuel framing is brilliant because it exposes how reductiv…
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in
The danger is that this will create a small club of people who “know what’s best…
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in
The EdTech point 👏🏾 If the systems being deployed in learning environments carry…
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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."
}
```