Raw LLM Responses
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in
The humor aside, there is a real insight here. The relationship between humans a…
7465162139067…
in
Luís Rodrigues This is a useful way to frame the AI stack. LLMs, RAG, agents, an…
7464782746461…
in
From my understanding, AI should not replace people, rather it should free up pe…
7464763335620…
in
These new tools called "AI" will no doubt change human society very profoundly a…
7465347336014…
in
Concerns like this are why some push against adoption altogether. But it's becom…
7465250612612…
in
This is the right framing. AI coding works best when you treat it like a build p…
7465368820279…
in
Alvin Foo do you ever work at the Silicon layer? When you write your software? S…
7464548717661…
in
Alvin Foo yes I also believe the future is agentic, but right now it is unsustai…
7464326914879…
Comment
The deeper shift here is the move from models that respond to prompts to systems that can reason, act, and maintain context across modalities. World understanding and agentic capabilities aren’t add‐ons — they’re becoming the architecture for how AI will operate in real environments. That’s the trajectory that will define the next era of AI.
LinkedIn
AI Safety & Risk
AI & Systems Leadership | Operating Models and …
2026-05-22T14:1…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | beneficence |
| Secondary value | none |
| Alignment target | humanity |
| Stance | optimistic |
| Emotion | approval |
| Value justification | The comment emphasizes the potential of AI to operate in real environments and improve human life, which aligns with the value of beneficence. |
| Target justification | The speaker discusses the impact of AI on the next era, implying a focus on the benefits for humanity as a whole. |
| Coded at | 2026-06-11T07:59:18Z |
Raw LLM Response
```
{
"value_primary": "beneficence",
"value_secondary": "none",
"target": "humanity",
"stance": "optimistic",
"emotion": "approval",
"value_justification": "The comment emphasizes the potential of AI to operate in real environments and improve human life, which aligns with the value of beneficence.",
"target_justification": "The speaker discusses the impact of AI on the next era, implying a focus on the benefits for humanity as a whole."
}
```