Python 1

1. Single-Agent Optimisation 101 3. Domain-Specific Optimisation 41 4. Evaluation 39 2. Multi-Agent Optimisation 30 Open-Source Framework 2

1.1 🤖 LLM Behaviour Optimisation 36 2.2 🚀 MAS Optimisation 29 1.4 🧰 Tool Optimization 27 1.2 💬 Prompt Optimisation 22 4.1 📈 Benchmark-Based Evaluation 21 3.1 🧬 Biomedicine 16 1.3 🧠 Memory Optimization 14 3.2 💻 Programming 13 4.3 🛡 Safety, Alignment, and Robustness for Lifelong / Self-Evolving Agents 12 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