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Title: GitHub - EvoMap/awesome-agent-evolution: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai · GitHub

Open Graph Title: GitHub - EvoMap/awesome-agent-evolution: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai

X Title: GitHub - EvoMap/awesome-agent-evolution: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai

Description: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai - EvoMap/awesome-agent-evolution

Open Graph Description: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai - EvoMap/awesome-agent-evolution

X Description: A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai - EvoMap/awesome-agent-evolution

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https://github.com/EvoMap/awesome-agent-evolution#contents
Taxonomyhttps://github.com/EvoMap/awesome-agent-evolution#taxonomy
Agent Evolution and Self-Improvementhttps://github.com/EvoMap/awesome-agent-evolution#agent-evolution-and-self-improvement
Memory Systemshttps://github.com/EvoMap/awesome-agent-evolution#memory-systems
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https://github.com/EvoMap/awesome-agent-evolution#taxonomy
https://github.com/EvoMap/awesome-agent-evolution#agent-evolution-and-self-improvement
Elizahttps://github.com/elizaOS/eliza
@elizaOShttps://github.com/elizaOS
Agent Zerohttps://github.com/agent0ai/agent-zero
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https://github.com/EvoMap/awesome-agent-evolution#key-research-papers
https://github.com/EvoMap/awesome-agent-evolution#surveys
A Comprehensive Survey of Self-Evolving AI Agentshttps://arxiv.org/abs/2508.07407
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolvehttps://arxiv.org/abs/2507.21046
Memory for Autonomous LLM Agents: Mechanisms, Evaluation, and Emerging Frontiershttps://arxiv.org/abs/2603.07670
https://github.com/EvoMap/awesome-agent-evolution#self-evolution-and-lifelong-learning
Live-SWE-agent: Can Software Engineering Agents Self-Evolve on the Fly?https://arxiv.org/abs/2511.13646
EvoClaw: Evaluating AI Agents on Continuous Software Evolutionhttps://arxiv.org/abs/2603.13428
Symbolic Learning Enables Self-Evolving Agentshttps://arxiv.org/abs/2406.18532
Building Self-Evolving Agents via Experience-Driven Lifelong Learninghttps://arxiv.org/abs/2504.01072
Darwin Godel Machinehttps://arxiv.org/abs/2505.22954
EvoAgent: Self-evolving Agent with Continual World Modelhttps://arxiv.org/abs/2502.05907
Absolute Zero: Reinforced Self-play Reasoning with Zero Datahttps://arxiv.org/abs/2505.03335
AutoAgent: Evolving Cognition and Elastic Memory Orchestrationhttps://arxiv.org/abs/2603.09716
Group-Evolving Agentshttps://arxiv.org/abs/2602.04837
Agent0: Unleashing Self-Evolving Agents from Zero Datahttps://arxiv.org/abs/2511.16043
SEMAG: Self-Evolutionary Multi-Agent Code Generationhttps://arxiv.org/abs/2603.15707
SAGE: Multi-Agent Self-Evolution for LLM Reasoninghttps://arxiv.org/abs/2603.15255
https://github.com/EvoMap/awesome-agent-evolution#memory-optimization
Agentic Memory: Unified Long-Term and Short-Term Memory Managementhttps://arxiv.org/abs/2601.01885
MEMORA: Harmonic Memory Representationhttps://arxiv.org/abs/2602.03315
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memoryhttps://arxiv.org/abs/2504.19413
TeleMem: Long-Term and Multimodal Memory for Agentic AIhttps://arxiv.org/abs/2601.06037
A-MEM: Agentic Memory for LLM Agentshttps://arxiv.org/abs/2502.12110
Agent Workflow Memoryhttps://arxiv.org/abs/2409.07429
MemoryBank: Enhancing Large Language Models with Long-Term Memoryhttps://arxiv.org/abs/2305.10250
Compress to Impresshttps://arxiv.org/abs/2402.11975
https://github.com/EvoMap/awesome-agent-evolution#prompt-and-behaviour-evolution
ARTEMIS: Evolutionary Optimization for LLM Agent Configurationshttps://arxiv.org/abs/2512.09108
E-SPL: Unifying Evolutionary Prompt Search and Reinforcement Learninghttps://arxiv.org/abs/2602.14697
EvoPrompt: Connecting LLMs with Evolutionary Algorithmshttps://arxiv.org/abs/2309.08532
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolutionhttps://arxiv.org/abs/2309.16797
Large Language Models as Optimizers (OPRO)https://arxiv.org/abs/2309.03409
TextGrad: Automatic Differentiation via Texthttps://arxiv.org/abs/2406.07496
https://github.com/EvoMap/awesome-agent-evolution#tool-and-code-evolution
AlphaEvolvehttps://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/AlphaEvolve.pdf
Learning Evolving Tools for Large Language Modelshttps://arxiv.org/abs/2410.06617
CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoninghttps://arxiv.org/abs/2305.14318
ToolRL: Reward is All Tool Learning Needshttps://arxiv.org/abs/2504.13958
https://github.com/EvoMap/awesome-agent-evolution#reasoning-and-planning
Reflexion: Language Agents with Verbal Reinforcement Learninghttps://arxiv.org/abs/2303.11366
ReflAct: World-Grounded Decision Making via Goal-State Reflectionhttps://arxiv.org/abs/2505.15182
https://github.com/EvoMap/awesome-agent-evolution#safety-red-teaming-and-alignment
AgenticRed: Optimizing Agentic Systems for Automated Red-teaminghttps://arxiv.org/abs/2601.13518
Agent vs. Agent: Automated Red-Teaming for Custom Agentic Workflowshttps://aclanthology.org/2025.emnlp-industry.62/
AGENTSAFE: Unified Framework for Ethical Assurance and Governancehttps://arxiv.org/abs/2512.03180
OpenGuardrails: Context-Aware AI Guardrails Platformhttps://arxiv.org/abs/2510.19169
https://github.com/EvoMap/awesome-agent-evolution#embodied-ai-and-robotics
RACAS: Controlling Diverse Robots With a Single Agentic Systemhttps://arxiv.org/abs/2603.05621
RoboClaw: Scalable Long-Horizon Robotic Taskshttps://arxiv.org/abs/2603.11558
MEM: Multi-Scale Embodied Memory for Vision Language Action Modelshttps://arxiv.org/abs/2603.03596
https://github.com/EvoMap/awesome-agent-evolution#benchmarks-and-evaluation
SWE-benchhttps://github.com/princeton-nlp/SWE-bench
AgentBenchhttps://github.com/THUDM/AgentBench
WebArenahttps://github.com/web-arena-x/webarena
OSWorldhttps://github.com/xlang-ai/OSWorld
GAIAhttps://huggingface.co/gaia-benchmark
EvoClawhttps://github.com/FSoft-AI4Code/EvoClaw
LoCoMohttps://github.com/snap-research/locomo
https://github.com/EvoMap/awesome-agent-evolution#community-and-knowledge
Awesome-Self-Evolving-Agentshttps://github.com/EvoAgentX/Awesome-Self-Evolving-Agents
@EvoAgentXhttps://github.com/EvoAgentX
https://github.com/EvoMap/awesome-agent-evolution#footnotes
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contributing guidelineshttps://github.com/EvoMap/awesome-agent-evolution/blob/main/contributing.md
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