Raw LLM Responses
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in
The path is inverted. Ai should be disarming. Relational AI uplifts humanity to …
7464976807776…
in
Spatial equity remains a critical concern in urban planning today. Algorithmic t…
7465158041915…
in
Alvin Foo do you ever work at the Silicon layer? When you write your software? S…
7464548717661…
in
If task is vague, they complete the wrong thing fast. The hands need guardrails.…
7464694646338…
in
Perhaps the next era of human value will not be defined by repetitive productivi…
7464182436818…
in
I’m amazed by everything you’ve done, including your well deserved Nobel Prize, …
7463394877146…
in
Safety of agentic systems starts with visibility. Most deployment failures don’t…
7463315461544…
in
What strikes me is that we still talk about AI as if capability were the main va…
7465275718193…
Comment
Yes, organizations purchased AI licenses across teams without fully evaluating where they truly fit or add value. As a result, many employees have access to AI tools but barely use them. Some use them only like a Google search engine, while others use them without proper context or prompting. Because of this, AI budgets are getting exhausted very quickly. Now organizations are beginning to realize this challenge and are asking teams to follow specific guidelines for using AI more efficiently and with lower token consumption.
LinkedIn
Workplace & Jobs
Lead DevOps Architect | Driving Secure Azure Pl…
2026-05-28T04:1…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | economic_equity |
| Secondary value | none |
| Alignment target | organisations |
| Stance | critical |
| Emotion | indifference |
| Value justification | The speaker highlights the inefficient use of AI tools and the resulting exhaustion of AI budgets, implying a concern for the economic viability of AI adoption. |
| Target justification | The speaker specifically mentions organisations and their teams, indicating that the target of the value alignment is the companies that are adopting AI technology. |
| Coded at | 2026-06-11T08:26:22Z |
Raw LLM Response
```
{
"value_primary": "economic_equity",
"value_secondary": "none",
"target": "organisations",
"stance": "critical",
"emotion": "indifference",
"value_justification": "The speaker highlights the inefficient use of AI tools and the resulting exhaustion of AI budgets, implying a concern for the economic viability of AI adoption.",
"target_justification": "The speaker specifically mentions organisations and their teams, indicating that the target of the value alignment is the companies that are adopting AI technology."
}
```