Python 1

1. Single-Agent Optimisation 99 3. Domain-Specific Optimisation 40 4. Evaluation 38 2. Multi-Agent Optimisation 29 Open-Source Framework 2

1.1 🤖 LLM Behaviour Optimisation 35 2.2 🚀 MAS Optimisation 28 1.4 🧰 Tool Optimization 27 1.2 💬 Prompt Optimisation 22 4.1 📈 Benchmark-Based Evaluation 21 3.1 🧬 Biomedicine 16 1.3 🧠 Memory Optimization 13 3.2 💻 Programming 12 4.3 🛡 Safety, Alignment, and Robustness for Lifelong / Self-Evolving Agents 11 3.4 💰📚 Financial and Legal Research 8 4.2 ⚖️ LLM-Based Evaluation 6 3.5 🧩 Other Domain-Specific Optimisation 3 1.5 🧰 Unified Optimization 2 3.3 Scientific Research 1 2.1 ⚙️ Automatic Multi-Agent Construction 1