Raw LLM Responses
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in
Honestly, this is one of the best beginner-friendly Claude breakdowns I’ve seen …
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in
These new tools called "AI" will no doubt change human society very profoundly a…
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in
I will say this. I can understand this analogy - for sure. It makes sense (as do…
7465108799117…
in
Unfortunately, even before this AI has appeared, many ( perhaps most ) students …
7464581129107…
in
The distinction between AI that supports learning and AI that removes the fricti…
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in
The path is inverted. Ai should be disarming. Relational AI uplifts humanity to …
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in
"Kudos to those capable of working on complexity at such extraordinary speed." -…
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in
Alvin Foo yes I also believe the future is agentic, but right now it is unsustai…
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Comment
What feels especially important is that AI progress is no longer advancing along a single axis of model capability. The frontier is now moving across multiple layers simultaneously: multimodal world understanding agentic coordination scientific discovery security infrastructure workflow integration institutional adoption That changes the nature of the race entirely. The organizations that shape the next era likely will not just build the most capable models. They will build the systems that organizations, governments, and individuals can reliably integrate into real-world decision-making over long periods of time. Capability matters. But trust, interoperability, coordination, and societal absorbability may matter even more.
LinkedIn
AI Safety & Risk
Founder & CEO, Leider Capital | Creator of The …
2026-05-22T01:0…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | unclear |
| Secondary value | accountability |
| Alignment target | organisations |
| Stance | optimistic |
| Emotion | approval |
| Value justification | The speaker emphasizes the importance of trust, interoperability, and societal absorbability in AI development, indicating a primary value of trust. |
| Target justification | The speaker mentions organizations, governments, and individuals as the entities that will integrate AI into real-world decision-making, with a focus on organizations that will shape the next era. |
| Coded at | 2026-06-11T07:57:17Z |
Raw LLM Response
```
{
"value_primary": "trust",
"value_secondary": "accountability",
"target": "organisations",
"stance": "optimistic",
"emotion": "approval",
"value_justification": "The speaker emphasizes the importance of trust, interoperability, and societal absorbability in AI development, indicating a primary value of trust.",
"target_justification": "The speaker mentions organizations, governments, and individuals as the entities that will integrate AI into real-world decision-making, with a focus on organizations that will shape the next era."
}
```