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ResearchOctober 2, 2026

Scientific Agents: Evaluating Profession-Specific System Prompts on Scientific Tasks

Detailed profession-specific system prompts raise token use and estimated cost per response without a consistent accuracy gain. We evaluate Scientific Agents, an open-source corpus of 503 profession-specific AGENTS.md profiles, with Gemini 3.8 Flash via OpenRouter in the Pi…

Timothy Kassis·arXiv — cs.AI
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Key Takeaways
  • 01.Detailed profession-specific system prompts raise token use and estimated cost per response without a consistent accuracy gain
  • 02.We evaluate Scientific Agents, an open-source corpus of 503 profession-specific AGENTS.md profiles, with Gemini 3.8 Flash via OpenRouter in the Pi…

This material is provided as an extended analytical summary.

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