Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
in
🚨 Silent UI Fragmentation: The legacy, single-tap TTS "Speaker" integration was …
7466118625612…
in
You are right. Its that every AI company has a government deal...So it's Palanti…
7463733614342…
in
I think part of this discussion may be focusing too narrowly on assessment metho…
7464397751410…
in
This breakdown is excellent, Luís. What I see in real systems is that the “body”…
7464950955843…
in
The checklist is solid. The honest caveat is that Day 3, building your voice fil…
7464645374532…
in
Strong explanation — especially the shift from isolated models toward layered AI…
7464654815554…
in
This has to be managed but there is always a missing part to this dicusssion - t…
7463182832509…
in
The EdTech point 👏🏾 If the systems being deployed in learning environments carry…
7464925358849…
Comment
I think part of this discussion may be focusing too narrowly on assessment methods. In reality, we already have many alternative approaches available: oral exams, pen-and-paper assessments, practical activities, project-based work, and many others. We can certainly continue designing new assessment strategies adapted to the AI era. At the same time, teachers themselves can also benefit from AI to support assessment, feedback generation, and learning analytics. For this reason, I believe we indeed need to rethink teaching, learning, and assessment processes more deeply, but I also see many opportunities to achieve positive outcomes. My main concern, however, is not assessment itself. The real challenge is how we teach and support students so they can use AI effectively, critically, ethically and responsibly to achieve the best possible results in their work and learning processes.
LinkedIn
AI Research & Models
Full Professor in Telematic Engineering, E-lear…
2026-05-24T19:3…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | beneficence |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | optimistic |
| Emotion | approval |
| Value justification | The speaker wants AI to be used to support students' learning and achievement of positive outcomes, indicating a desire for AI to promote human wellbeing and flourishing. |
| Target justification | The speaker is concerned with how students can effectively, critically, ethically, and responsibly use AI, indicating that the target of AI alignment is individual users, specifically students. |
| Coded at | 2026-06-11T08:04:55Z |
Raw LLM Response
```
{
"value_primary": "beneficence",
"value_secondary": "none",
"target": "individual_users",
"stance": "optimistic",
"emotion": "approval",
"value_justification": "The speaker wants AI to be used to support students' learning and achievement of positive outcomes, indicating a desire for AI to promote human wellbeing and flourishing.",
"target_justification": "The speaker is concerned with how students can effectively, critically, ethically, and responsibly use AI, indicating that the target of AI alignment is individual users, specifically students."
}
```