Raw LLM Responses
Inspect the exact model output for any coded comment.
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Random samples — click to inspect
in
Thomas M. You have hit on the biggest problem with #AI. It feels good, I have a …
7463429873437…
in
@Pascal, the cardio-as-fuel framing is brilliant because it exposes how reductiv…
7464108254391…
in
The strongest part here is the sequencing from context → personalization → integ…
7464663666181…
in
Sanders asks the right question — and immediately retreats from it. "Who decides…
7465664544707…
in
The most interesting shift is not AI replacing expertise, but expanding what exp…
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in
AI is advancing faster than laws. A few global corporations control advanced AI …
7465654943006…
in
This points to a deeper shift than cost curves. What’s breaking isn’t just the p…
7424109776378…
in
Always friendly answers, but not always what you need in the specific context. A…
7469441951348…
Comment
Some needed context on both sides of the equation. We've recently added four software engineers to the Avnir team.Students/candidates: Two joined us through an internship. You significantly derisk that position for an employer if they can experience your intellectual curiosity, horsepower, learning velocity, and work ethic. Put your ego aside, hustle, learn new skills that Claude Code can't do (yet), and get your foot in the door to work in a fast-paced, high-pressure to produce outcomes (code is not an outcome!) team environment.Employers: I don't know a business that doesn't need fresh thinking. When you invest in the right kind of human talent, they'll amplify your AI investments. Recent grads think very differently from traditional software engineers. Other functions bring their customer- and product-centric knowledge to engineering, all in an effort to thrive amid the evolution toward AI-first thinking.
LinkedIn
AI Safety & Risk
Founder & CEO @ Avnir | Relationship Economics®…
2026-05-29T16:5…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | beneficence |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | optimistic |
| Emotion | approval |
| Value justification | The comment emphasizes the importance of human talent and skills that complement AI, promoting a mutually beneficial relationship between humans and technology. |
| Target justification | The comment addresses both students and employers, but the primary focus is on individual users, such as students and candidates, who can benefit from the advice and guidance provided. |
| Coded at | 2026-06-11T08:30:27Z |
Raw LLM Response
```
{
"value_primary": "beneficence",
"value_secondary": "none",
"target": "individual_users",
"stance": "optimistic",
"emotion": "approval",
"value_justification": "The comment emphasizes the importance of human talent and skills that complement AI, promoting a mutually beneficial relationship between humans and technology.",
"target_justification": "The comment addresses both students and employers, but the primary focus is on individual users, such as students and candidates, who can benefit from the advice and guidance provided."
}
```