karpathy-vs-research-agent-system-comparison.txt

# Karpathy vs Research Agent System Comparison

Source topic: architecture comparison between a general LLM wiki workflow and a domain-specific research agent stack.

Key points:
- General wiki workflows maximize portability across topics.
- Domain-specific agent systems maximize automation, schema rigor, and dashboard observability.
- Tradeoff is universality versus depth, structure, and autonomous throughput.