Raw LLM Responses
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in
This is where AI gets interesting to me — not as one tool trying to do everythin…
7467292199047…
in
The real question behind AI is exactly right, who benefits and who sets the dire…
7465690499882…
in
This is the kind of resource that shortens the gap between consuming AI content …
7460180558644…
in
The decline in Stack Overflow usage does not necessarily mean the end of learnin…
7466866541276…
in
GALAXAI Solutions Accelerate your transition to an AI-native department without …
7464971626984…
in
The "8x more code per quarter" stat is the one that should make people pause. No…
7468850127546…
in
the deeper issue may not be whether AI reflects human values. it may be whether …
7465280977913…
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Everybody keeps talking about chips. But chips alone do not solve: identity, tru…
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Comment
AI is not cheap labor. It is leverage. But leverage only works if the workflow is designed well. If every engineer runs agents on every task without cost control, context, review, and clear ownership, the bill will explode. So I think it is not “AI vs humans”. I think the key q-n we should ask is: where does AI improve output per dollar?
LinkedIn
Workplace & Jobs
Serial Entrepreneur | AI-Native Infra & Autonom…
2026-05-26T08:5…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | economic_equity |
| Secondary value | none |
| Alignment target | organisations |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the importance of cost control and efficient workflow design to leverage AI effectively, highlighting the need for economic equity in AI adoption. |
| Target justification | The speaker appears to be addressing organisations, such as Microsoft, Uber, and NVIDIA, that are adopting AI and need to optimize their workflow to improve output per dollar. |
| Coded at | 2026-06-11T08:13:17Z |
Raw LLM Response
```json
{
"value_primary": "economic_equity",
"value_secondary": "none",
"target": "organisations",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the importance of cost control and efficient workflow design to leverage AI effectively, highlighting the need for economic equity in AI adoption.",
"target_justification": "The speaker appears to be addressing organisations, such as Microsoft, Uber, and NVIDIA, that are adopting AI and need to optimize their workflow to improve output per dollar."
}
```