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Planning

Confiance : high
planningagent-planningtask-decompositionreflectionmulti-step-reasoningautonomous-agentsproblem-solvingstrategy

Core cognitive capability in autonomous-agents that enables structured approach to complex problem-solving through systematic organization of actions and resources toward goal achievement.

Definition

Planning: The agent's ability to organize and sequence actions to achieve complex objectives, incorporating both forward-thinking strategy and adaptive refinement based on experience.

Components

Task Decomposition

  • task-decomposition - Breaking large tasks into manageable subgoals
  • Hierarchical problem structure creation
  • Identification of dependencies and sequencing requirements
  • Parallel vs. sequential execution planning

Reflection and Refinement

  • Reflection and Refinement - Self-criticism and iterative improvement
  • Learning from past execution outcomes
  • Strategy optimization based on experience
  • Error correction and prevention

Implementation in Agent Systems

LLM as Planning Controller

According to lilian-weng's framework:

  • LLM serves as the "brain" coordinating planning activities
  • Integrates with agent-memory for context and historical patterns
  • Coordinates with tool-use for external capability access

Memory Integration

  • Short-term planning: Within-context strategy development
  • Long-term planning: Historical pattern retrieval for similar problems
  • Persistent storage of successful planning patterns

Planning Challenges

Complexity Management

  • Handling tasks exceeding single LLM inference capabilities
  • Managing uncertainty in multi-step processes
  • Balancing planning depth with computational efficiency

Dynamic Adaptation

  • Adjusting plans based on changing circumstances
  • Incorporating new information during execution
  • Recovery from failed plan components

Applications

Early Demonstrations

  • autogpt - Autonomous recursive planning and execution
  • babyagi - Task queue management and prioritization
  • gpt-engineer - Code generation through structured planning

Production Systems

  • Complex workflow automation
  • Multi-step customer service interactions
  • Research and analysis projects

Advanced Planning Concepts

Multi-Agent Planning

  • Coordination between multiple agent systems
  • Distributed planning across agent networks
  • Resource allocation and task assignment

Hierarchical Planning

  • Multiple levels of abstraction in plan organization
  • Strategic vs. tactical planning separation
  • Nested goal structures and dependencies

Relationship to Other Concepts

See also