A Minimal Agent for Automated Theorem Proving

📰 ArXiv cs.AI

Learn how to design a minimal agent for automated theorem proving using AI-based architectures and evaluate its performance using various benchmarks

advanced Published 16 May 2026
Action Steps
  1. Build a minimal agentic baseline with iterative proof refinement, library search, and context management
  2. Run experiments using qualitatively different benchmarks to evaluate the agent's performance
  3. Configure and compare various frontier language models and design choices
  4. Test the agent's ability to refine proofs iteratively
  5. Apply the results to improve the design of AI-based theorem prover architectures
Who Needs to Know This

Researchers and AI engineers on a team can benefit from this approach to develop and compare different theorem prover architectures, and software engineers can apply this knowledge to improve the efficiency of their systems

Key Insight

💡 A minimal agentic baseline can enable systematic comparison across different AI-based theorem prover architectures

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💡 Minimal agent for automated theorem proving achieves competitive performance using iterative proof refinement and library search

Key Takeaways

Learn how to design a minimal agent for automated theorem proving using AI-based architectures and evaluate its performance using various benchmarks

Read full paper → ← Back to Reads

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