Procedural Planning Simulation

via “dynamic plan validation”

Break down complex problems into clear, actionable steps. Adapt on the fly by iterating, revising, and branching your plan. Produce a focused to-do list and validate your approach before execution.

Unique: Incorporates real-time simulation of task outcomes, providing a unique validation process that is not commonly found in traditional planning tools.

vs others: More proactive than conventional planning tools as it allows for pre-execution validation of plans against potential risks.

via “interactive political scenario simulation”

A simulator to be a president of Duckerican, made by AI, with random events generated by AI. Currently the simulator is rather simple, but this reveals a possibility to make more interesting applications with AI involved, beyond directly talking to the agents.

Unique: Utilizes a combination of rule-based logic and machine learning to adapt scenarios based on user choices, providing a unique blend of structured and emergent gameplay.

vs others: More interactive and responsive than traditional text-based simulations due to real-time decision adaptation.

via “simulation-time-stepping-and-action-scheduling”

A paper simulating interactions between tens of agents

Unique: Uses estimated action durations from language model planning to create realistic temporal dynamics where agents are occupied for varying periods, enabling natural asynchronous interactions rather than synchronous turn-based updates

vs others: More realistic than synchronous turn-based systems (which treat all agents equally) and simpler than continuous-time simulation (which requires differential equations); enables believable daily routines with minimal explicit scheduling

via “procedural-planning-simulation”

via “process-simulation-and-what-if-analysis”

via “supply chain scenario planning and simulation”

via “scenario-based leadership roleplay simulation”