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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Timothy KassisOctober 2, 2026 (Oct 2)
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AI Summary & Key Takeaways

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

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