Raw LLM Responses
Inspect the exact model output for any coded comment.
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in
There can’t be anything more demoralising to a lecturer than marking work you ca…
7463911067119…
in
Workflow complexity becomes the real barrier in AI maturity. Value increases whe…
7466886737705…
in
AI seriously disrupts the business model of academia. For decades, many academic…
7464552896521…
in
When you push an update to an infrastructure tool utilized by billions, you do n…
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in
What stands out is how quickly the stack is converging around three core capabil…
7463362855157…
in
Very relevant perspective — AI creates the most value when it augments skilled p…
7464951806138…
in
To me, the challenge is not that AI is advancing too quickly, but that our abili…
7468954123850…
in
This is a sharp observation about workflow fatigue as AI tools proliferate. The …
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Comment
The "8x more code per quarter" stat is the one that should make people pause. Not because AI is replacing engineers, but because the feedback loop is already compressing. Every 4 months the task horizon doubles. At some point "we'll deal with alignment later" stops being a reasonable answer. Dario's right that the window to get this right is narrower than it looks.
LinkedIn
AI Safety & Risk
Building FreeAcademy.ai · Free AI Education for…
2026-06-06T02:2…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | safety |
| Secondary value | none |
| Alignment target | humanity |
| Stance | demanding |
| Emotion | fear |
| Value justification | The speaker emphasizes the need to address alignment now, implying a concern for safety and risk control in the face of rapidly advancing AI capabilities. |
| Target justification | The comment expresses a concern for the broader implications of AI development on humanity, rather than a specific group or individual. |
| Coded at | 2026-06-11T08:39:43Z |
Raw LLM Response
```json
{
"value_primary": "safety",
"value_secondary": "none",
"target": "humanity",
"stance": "demanding",
"emotion": "fear",
"value_justification": "The speaker emphasizes the need to address alignment now, implying a concern for safety and risk control in the face of rapidly advancing AI capabilities.",
"target_justification": "The comment expresses a concern for the broader implications of AI development on humanity, rather than a specific group or individual."
}
```