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in In the context of AI, informal data stewards are the people catching the problem… 7455462971734… in Thnx for sharing your thoughts on this since that in itself moves the broader di… 7465176302447… in The real promise of AI is not replacing human thinking, but expanding what human… 7466493518585… in Avnish Gulati Definitely need to feed that AI body good data in order to reach o… 7464806976183… in Mehran Shovkati that's a fair point. AI gives you the answer. SO forced you to u… 7466906209707… in The real concern isn't just what AI can do, it's how the power dynamics shift. I… 7465760590267… in Finally, the staged approach here highlights an important principle: AI adoption… 7464632516239… in Going from one sentence to a fully published video is wild. The fact that this r… 7449420487413…

Comment

hey the biggest leap we need in ai right now isnt just better capabilities its moving from controlling model behavior to real consequence controlonce these systems can reason across modalities and act in the real world we have to ask the hard questions what evidence drove the decision what actually changed can it be reversed and most importantly who is accountable when something goes wrongsafety cant stay abstract it needs to become operational with clear auditability and human oversight especially as we push into agents and roboticsthis controllability gap feels like the next major bottleneck what do you think is the most important layer we should be building right now to make ai truly safe in the wild

LinkedIn AI Safety & Risk AI Research and Development Engineer | Deep Lea… 2026-06-01T01:1…

Coding Result

Dimension	Value
Primary value	safety
Secondary value	accountability
Alignment target	humanity
Stance	demanding
Emotion	approval
Value justification	The speaker emphasizes the need for 'real consequence control' and 'operational safety' with 'clear auditability and human oversight', indicating a primary concern for safety.
Target justification	The speaker's focus on the need for safety and accountability in AI systems that will be acting in the real world, potentially affecting humanity as a whole, suggests that their target is humanity.
Coded at	2026-06-11T08:35:27Z

Raw LLM Response

```
{
  "value_primary": "safety",
  "value_secondary": "accountability",
  "target": "humanity",
  "stance": "demanding",
  "emotion": "approval",
  "value_justification": "The speaker emphasizes the need for 'real consequence control' and 'operational safety' with 'clear auditability and human oversight', indicating a primary concern for safety.",
  "target_justification": "The speaker's focus on the need for safety and accountability in AI systems that will be acting in the real world, potentially affecting humanity as a whole, suggests that their target is humanity."
}
```

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