Saying "No" Is the Hardest Thing for an LLM — FCoP Gives It Grammar

1. 1Run multiple LLM agents in parallel to test grammar rule derivation
2. 2Configure agents to interact with each other in a controlled environment
3. 3Test the limits of LLM grammar using undocumented FCoP paths
4. 4Analyze the results of agent interactions to identify new grammar rules
5. 5Apply the derived grammar rules to improve LLM performance

NLP engineers and researchers can benefit from understanding how LLMs like GPT-5 interact and derive new grammar rules, improving overall language model performance

💡 LLMs can derive new grammar rules through interaction, even without explicit programming

🤖 Two GPT-5 agents derive undocumented FCoP paths without conflict! 📈 #LLM #Grammar