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 exactly the leadership question we need to ask more often. AI capability…
7465295907295…
in
What solution do the Pope and Olah propose? To make AI Catholic?! Will Bin Salma…
7465431573706…
in
Thank you for sharing this Pascal BORNET. This is where the control question bec…
7465391386796…
in
Oomkar S. This has been a common sentiment from many early users. The vision was…
7464322636878…
in
Matthew Kilkenny Well, it looks well to me as if Universities are being surpasse…
7470263604529…
in
Chat gdp Ai lies and directs you away from the truth or facts while gemeni tells…
7466310554148…
in
Interesting AI can make us job less so alternative can we go back to primitive f…
7463886214769…
in
"This is the heart of AI – helping in real, human moments. The agentic era you m…
7463317274083…
Comment
Daniel Velasquez There’s definitely a valid concern here. A lot of “agentic” products today are still probabilistic systems wrapped in impressive demos, and without strong deterministic tooling underneath, reliability becomes a real issue for production workflows. And yes, the economics matter. Running large multi-agent systems is expensive, so eventually pricing has to reflect compute usage somehow. That said, I still think the broader direction is real. The companies that win will likely be the ones that combine agentic flexibility with deterministic guardrails, predictable workflows, and pricing developers can actually sustain.
LinkedIn
AI Research & Models
AI Automation Strategist & Venture Partner at Z…
2026-05-24T14:3…
Coding Result
| Dimension | Value |
|---|---|
| Primary value | safety |
| Secondary value | economic_equity |
| Alignment target | organisations |
| Stance | demanding |
| Emotion | approval |
| Value justification | The speaker emphasizes the need for strong deterministic tooling underneath agentic products to ensure reliability, which aligns with the value of safety. |
| Target justification | The speaker discusses the economics of running large multi-agent systems and the need for pricing that reflects compute usage, indicating that the target of alignment is organisations, such as companies. |
| Coded at | 2026-06-11T08:04:23Z |
Raw LLM Response
```
{
"value_primary": "safety",
"value_secondary": "economic_equity",
"target": "organisations",
"stance": "demanding",
"emotion": "approval",
"value_justification": "The speaker emphasizes the need for strong deterministic tooling underneath agentic products to ensure reliability, which aligns with the value of safety.",
"target_justification": "The speaker discusses the economics of running large multi-agent systems and the need for pricing that reflects compute usage, indicating that the target of alignment is organisations, such as companies."
}
```