llm/c92d54db-e3c8-419f-931f-0c3a686c0e4d/batch-7-884f2ae3-59ee-446a-9786-67d0d9c30961-input.json
You are a comment classifier. Given a list of topics and a batch of comments, assign each comment to up to 3 of the most relevant topics.
TOPICS (use these 1-based indices):
1. AI productivity claims skepticism
2. Joy of coding vs results
3. Parent/manager time constraints
4. Vibe coding criticism
5. Web development complexity
6. Learning with AI assistance
7. Code review burden
8. Frontend framework criticism
9. Solo developer challenges
10. AI as skill crutch
11. Hobby project completion
12. Cost of AI tools
13. Pattern recognition experience
14. Management skills transfer
15. Identity crisis for developers
16. Local vs cloud AI models
17. Unnecessary toolchain complexity
18. Code quality concerns
19. Generalist vs specialist debate
20. Mental model building
COMMENTS TO CLASSIFY:
[
{
"id": "46488867",
"text": "“LLMs bailed us out of the impending ultra-specialization” - well said!"
}
,
{
"id": "46489019",
"text": "Finally we can get rid of those insufferable nerds. /s"
}
,
{
"id": "46488975",
"text": "> LLMs bailed us out of the impending ultra-specialization. This is fundamentally what makes them so DAMAGING to humanity. They didn't bail us out, they robbed us of it."
}
,
{
"id": "46489050",
"text": "Specialization is for insects, as Heinlein said. We are going back to the Renaissance Man ideal and I'm all for it."
}
,
{
"id": "46490705",
"text": "isn't it exactly the opposite? LLMs have killed the generalist, only specialists with very targeted skills have anything marketable"
}
,
{
"id": "46492058",
"text": "100% the opposite. LLMs lack high level creativity, wisdom and taste. Being a generalist is how you build these. For example, there's a common core to music, art, food, writing, etc that you don't see until you've gotten good at 3+ aesthetic fields. There are common patterns in different academic disciplines and activities that can supercharge your priors and help you make better decisions. LLMs can \"see\" these these connections if explicitly prompted with domains and details, but they don't seem to reason with them in mind or lean on them by default. On the other hand, LLMs are being aggressively RL'd by the top 10% of various fields, so single field expertise by some of the best in the world is 100% baked in and the default."
}
,
{
"id": "46490854",
"text": "What is fun? Prompting?"
}
,
{
"id": "46492210",
"text": "> Clicks, expecting some new spec or framework that actually made web dev fun again > Looks inside > \"AI has entered the chat\" What did I even expect. I wonder how many clickbait posts of this type are gonna make the HN front page."
}
,
{
"id": "46493077",
"text": "Agreed. It almost feels like the majority of the top articles reek of LLM writing in bad ways."
}
]
Return ONLY a JSON array with this exact structure (no other text):
[
{
"id": "comment_id_1",
"topics": [
1,
3,
5
]
}
,
{
"id": "comment_id_2",
"topics": [
2
]
}
,
...
]
Rules:
- Each comment can have 0 to 3 topics
- Use 1-based topic indices
- Only assign topics that are genuinely relevant to the comment
- If no topics match, use an empty array:
{
"id": "...",
"topics": []
}
9