Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
in
Thank you for writing this so honestly, Paolo. The 'raised the floor' line is th…
7464262548213…
in
Strong reflection. I agree that the real debate is anthropological, not only tec…
7465460271290…
in
I’m not Catholic and I haven’t read the entire encyclical, but I agree with ever…
7465197218581…
in
The adoption of SynthID by OpenAI and others is a quietly significant announceme…
7463572021919…
in
AI is transforming work, but the hype ignored one reality: scale without economi…
7464969402841…
in
I have to say: AI makes me often feel "very smart". Especially when it acknowled…
7467511393110…
in
Very relevant perspective — AI creates the most value when it augments skilled p…
7464951806138…
in
Well AI is replacing humans for the context in it requires best architectural pr…
7466201019878…
Comment
The real shift may not be “one AI tool versus another AI tool”. It may be workflow governance. Many platforms are trying to reduce friction by putting more functions in one place. That helps. But the deeper problem is not only tool fragmentation. It is context fragmentation, decision fragmentation and execution fragmentation. The next advantage may come from systems that do not simply combine tools, but govern the full workflow: idea, context, task, document, decision, execution and continuity. In my view, the winners will not be the platforms with the longest feature list. They will be the systems that remove friction without creating new complexity for the user.
LinkedIn
AI Research & Models
Senior Consultant · Automotive & Complex System…
2026-05-31T15:4…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | beneficence |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | optimistic |
| Emotion | approval |
| Value justification | The speaker wants AI systems to promote human wellbeing and flourishing by removing friction and governing the full workflow, which aligns with the value of beneficence. |
| Target justification | The speaker is focused on the user experience and how AI systems can benefit individual users by simplifying workflows and reducing complexity. |
| Coded at | 2026-06-11T08:34:28Z |
Raw LLM Response
```
{
"value_primary": "beneficence",
"value_secondary": "none",
"target": "individual_users",
"stance": "optimistic",
"emotion": "approval",
"value_justification": "The speaker wants AI systems to promote human wellbeing and flourishing by removing friction and governing the full workflow, which aligns with the value of beneficence.",
"target_justification": "The speaker is focused on the user experience and how AI systems can benefit individual users by simplifying workflows and reducing complexity."
}
```