Raw LLM Responses
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in
There can’t be anything more demoralising to a lecturer than marking work you ca…
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Here is Anthropic’s response... Claims to be skeptical of: “8x more code per qua…
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Luís Rodrigues This is a useful way to frame the AI stack. LLMs, RAG, agents, an…
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If Anthropic engineers vibe code and their product is getting insane hype, you k…
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in
Matthew P. Your point about AI governance running in reverse is well made. Thank…
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in
Everybody keeps talking about chips. But chips alone do not solve: identity, tru…
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William Waites I am really currious to hear from the Academic Integrity officers…
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Big vision, big claims—and it really highlights how fast “multimodal + agentic A…
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Comment
the deeper issue may not be whether AI reflects human values. it may be whether we have built operational systems where nobody can clearly explain who holds decision authority once execution begins. alignment alone does not resolve that. because aligned systems can still drift operationally if escalation boundaries, admissible conditions and authority transitions were never explicitly defined in the first place. that becomes increasingly important as AI moves from tools people use... to infrastructure people depend on. especially in environments where decisions carry financial, legal, medical or societal consequence. the real challenge may not be creating intelligence that appears human. it may be preserving legitimate human authority once intelligence becomes embedded into execution itself.
LinkedIn
AI Safety & Risk
Decision Architect | Founder, Decision Assistan…
2026-05-27T06:0…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | accountability |
| Secondary value | none |
| Alignment target | humanity |
| Stance | critical |
| Emotion | fear |
| Value justification | The speaker emphasizes the need for clear decision authority and accountability in AI systems, highlighting the risk of uncontrolled drift in operational systems. |
| Target justification | The speaker's concern for preserving legitimate human authority and the potential consequences of AI decisions on a societal level suggests a focus on the well-being of humanity as a whole. |
| Coded at | 2026-06-11T08:21:17Z |
Raw LLM Response
```
{
"value_primary": "accountability",
"value_secondary": "none",
"target": "humanity",
"stance": "critical",
"emotion": "fear",
"value_justification": "The speaker emphasizes the need for clear decision authority and accountability in AI systems, highlighting the risk of uncontrolled drift in operational systems.",
"target_justification": "The speaker's concern for preserving legitimate human authority and the potential consequences of AI decisions on a societal level suggests a focus on the well-being of humanity as a whole."
}
```