Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
AI seriously disrupts the business model of academia. For decades, many academics have hidden behind abstruse language, arcane citation rituals, and credentialism to create artificial moats around knowledge. AI tears down those barriers in seconds. The outrage is not really about students becoming less intelligent. If academic standards were the concern, where were these people when grade inflation became the norm? Where were they when universities kept expanding intake to bring in more tuition revenue? Where were they when degrees became products and students became customers? Academia loves to market itself as a meritocracy, but anyone who has spent enough time around universities knows that networks, patronage, academic lineage, departmental cliques, and ideological tribes often matter as much as talent. Brilliant people are routinely excluded because they lack the right supervisor, the right institution, or the right connections. Many academic careers are built as much on who you know as what you know. What AI threatens is not learning. It threatens gatekeeping. It threatens the ability of a small class of experts to act as custodians of knowledge and arbiters of legitimacy. The whole noise is about protecting business.
LinkedIn General AI Discourse Superintendent of Police (PSP) | Oxford MPP | C… 2026-05-25T05:4…
Coding Result
DimensionValue
Primary valuedignity
Secondary valuefairness
Alignment targetindividual_users
Stancecritical
Emotionoutrage
Value justificationThe comment argues that academia's resistance to AI is motivated by a desire to protect its gatekeeping role and maintain artificial barriers to knowledge, which undermines the dignity of individuals who are excluded from access to knowledge and opportunities.
Target justificationThe target of the comment's criticism is the academic establishment, but the underlying concern is for individual users, particularly brilliant people who are routinely excluded from academic opportunities due to lack of connections or other non-meritocratic factors.
Coded at2026-06-11T08:05:40Z
Raw LLM Response
``` { "value_primary": "dignity", "value_secondary": "fairness", "target": "individual_users", "stance": "critical", "emotion": "outrage", "value_justification": "The comment argues that academia's resistance to AI is motivated by a desire to protect its gatekeeping role and maintain artificial barriers to knowledge, which undermines the dignity of individuals who are excluded from access to knowledge and opportunities.", "target_justification": "The target of the comment's criticism is the academic establishment, but the underlying concern is for individual users, particularly brilliant people who are routinely excluded from academic opportunities due to lack of connections or other non-meritocratic factors." } ```