Paitesanshi/LLM-Agent-Survey resource

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2911 stars · 164 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated survey repository accompanying the paper 'A Survey on Large Language Model based Autonomous Agents', covering the construction, application, and evaluation of LLM-based autonomous agents. It provides organized references, taxonomies, and continuous updates for researchers in the field.

Use cases

• find papers on llm-based autonomous agents
• learn how llm agents are constructed and evaluated
• survey of agent memory planning and action modules
• get an overview of llm agent applications in science and engineering
• find references for academic research on ai agents
• understand evaluation methods for llm agents

When to choose

• you need a comprehensive, well-cited academic overview of LLM-based autonomous agents
• you are starting research on agent architectures like profile, memory, planning, and action modules
• you want a continuously updated reading list of agent papers

When to avoid

• you need runnable agent framework code rather than a survey of literature
• you want hands-on tutorials or implementation guides
• you need coverage of non-LLM agent systems

Facets

learning-resource · maturity active

documentation agent-framework artificial-intelligence large-language-models tutorials cross-platform survey-paper llm-agents academic-research reading-list ai-agents

Member repositories

For agents

markdown · JSON · MCP: product_card(name="Paitesanshi/LLM-Agent-Survey")