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Planning

Source-reviewed research and assets tagged with Planning.

Membership follows reviewed tags; it does not establish a dependency between neighboring records. Dates preserve source precision. Annotations retain their original language.

Engineering & industry

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Agent

Cradle

Framework in which foundation models control games and software from screenshots alone, acting through keyboard and mouse, shown on RDR2, Stardew Valley, Cities: Skylines and Dealer's Life 2.

Desktop
Framework

D-PoT evaluation code

Offline prompting and evaluation code for Dynamic Planning of Thoughts on Android-in-the-Wild, including action extraction and comparison with reference actions.

Android
Framework

GUI-ReWalk

A desktop trajectory-generation framework that moves from stochastic GUI exploration to inferred goals and multi-stage task completion, with retrospective reasoning annotations.

DesktopLinux
Framework

GUIPivot

Query-inference training tools connecting screenshot grounding with GUI action reasoning, including preprocessing, query refinement and offline single-step evaluation on AndroidControl and AITZ.

Android
Framework

LiteWebAgent

Modular web-agent framework with browser control, planning, workflow memory, and tree-search components, plus web and extension interfaces.

Web
Agent

MobA

An Android agent that combines global task planning and memory with a local action executor, using reflection to revise mobile interaction steps.

Android
Agent

MobileGPT

An Android client and Python-server agent that learns reusable app subtasks through exploration, selection, derivation and memory recall.

Android
Agent

OS-Copilot

Open-source library for generalist agents acting on an operating system's web, terminals, files and third-party apps, with the FRIDAY assistant, which takes custom tools and self-learns Excel tasks.

Desktop
Agent

PC-Agent

Human-cognition-transfer framework for PC agents: PC Tracker logs human computer use, cognition completion turns logs into cognitive trajectories, and a planner works with a grounding agent.

Desktop
Framework

Plan-and-Act

A web-agent framework that separates high-level planning from action execution, with replanning and synthetic planner-data generation components.

Web
Agent

RCI Agent

A MiniWoB++ agent that uses explicit and implicit recursive criticism-and-improvement prompts to refine action plans and ground actions to browser state.

Web
Agent

ScreenAgent

Environment and agent in which a vision-language model controls real desktops over VNC with mouse and keyboard in plan, act and reflect stages, plus a hand-annotated dataset of daily computer tasks.

Desktop
Framework

Self-MAP

A conversational web-agent implementation with candidate ranking and memory-assisted action planning, including optional memory simplification, refinement and self-reflection modules.

Web
Framework

StateAct

State-tracking prompts and experiment runners for language agents, including a WebShop implementation alongside text-based environments.

WebAdjacent research
Framework

Synapse

A computer-control research implementation that retrieves example trajectories from memory, abstracts task-relevant state and prompts an agent to navigate browser tasks.

Web
Agent

VisionTasker

An Android automation implementation that translates screenshot-based UI understanding into language descriptions for step-by-step LLM planning and action execution.

Android
Framework

WebDreamer

World-model and planning components that simulate web-action outcomes, with linked training data and model checkpoints.

Web

Learning resources

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Showing 301–325 of 325 resources.

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