Automated planning

The process of generating a sequence of actions to achieve a specific goal. In the context of agentic-ai, this involves task-decomposition, environmental modeling, and LLM-based Planning.

Implementations

  • Langchain DeepResearch
    • An open-source, highly configurable agent built on the LangGraph framework.
    • Capable of executing complex, multi-constraint planning tasks, such as generating cost-optimized, multi-destination travel itineraries.
  • Search Agents
  • ReAct pattern
  • Agentic Workflow
  • Goal-Oriented Action Planning (GOAP)

2026 04 14 Langchain DeepResearch

Source Notes