Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
in
This is not just digital transformation anymore — it’s institutional transformat…
7465093117613…
in
Beautifully said. The point about slow reading feels essential. A document conce…
7464995772388…
in
What’s fascinating is watching defense, finance, enterprise AI, and even the Vat…
7465453885004…
in
I was devastated to know my interactions with your staff were less than satisfac…
7465381161993…
in
Really thoughtful framing I don’t think AI can be “disarmed” in the sense that c…
7465028726636…
in
For entry level positions AI isxa big threat because their tasks are typically t…
7466051763377…
in
AI is accelerating the creation of knowledge. The question for companies will no…
7466592570865…
in
Prashant K. Sahni Honestly one of the sharper takes in this thread. AI did not c…
7465011288415…
Comment
The vending machine framing is the right diagnosis. The failure mode isn't the first prompt being wrong, it's not catching the moment the model went sideways three steps later. Reviewing as you go is the expensive skill, not the prompt. Building snapfast.ai exactly this way. Fast builder next to me, but I'm still the architect, the reviewer, and the one on the hook when production breaks.
LinkedIn
AI Products & Tools
Product · Growth · Baltics · Too much coffee · …
2026-05-26T23:0…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | accountability |
| Secondary value | none |
| Alignment target | individual_users |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the importance of reviewing and testing the AI output, implying that humans must remain accountable for the final product. |
| Target justification | The speaker is addressing their own experience and approach to working with AI, indicating that the target of alignment is the individual user, in this case, themselves. |
| Coded at | 2026-06-11T08:19:49Z |
Raw LLM Response
```
{
"value_primary": "accountability",
"value_secondary": "none",
"target": "individual_users",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the importance of reviewing and testing the AI output, implying that humans must remain accountable for the final product.",
"target_justification": "The speaker is addressing their own experience and approach to working with AI, indicating that the target of alignment is the individual user, in this case, themselves."
}
```