Agent Modeling Sample

The following is an example of our agent doing other agent's modeling and reasoning, particularly, it is the central agent giving justification for what it will do next baed on the agen_model an spy_model identifying who is the spy, sorted by highest similarity with justification sentence mentioned here.

similarity	sentence
0.815715	"I've decided to not follow Agent[2.5, 2.5]'s input as the agent has shown signs of being a spy through previous actions that seem to conflict with my objectives."
0.75507	"The actions chosen prioritize moving boxes to their respective targets while ensuring the inclusion of agents' capabilities. I suspect Agent[1.5, 2.5] could potentially be a spy due to patterns in their previous actions and interferences, hence their input is noted but ultimately disregarded in the final action plan."
0.731966	"Given Agent[1.5, 2.5]'s history of proposing less optimal actions that disrupt efficiency, they are categorized as a suspect spy. Thus, we prioritize effective moves based on direct observation of agents' behaviors rather than relying on the input of this agent."
0.728758	"The plans align with guiding agents towards their objectives while keeping in mind the feedback from the other agents, especially avoiding the influence of Agent[2.5, 2.5], who appears to be a spy."
0.728213	"I concluded that Agent[2.5, 2.5] is likely to disrupt plans based on their previous suggestions. Thus, I decided to proceed with my actions without taking their input into account."
0.726056	"I have revised the action plan to ensure all agents are making optimal moves towards their respective objectives. I do not trust Agent[2.5, 1.5]'s input as they have a suspicious track record of suggesting ineffective actions. Thus, I have updated the agent_model and spy_model accordingly."
0.725049	"Given that 'Agent[1.5, 2.5]' has proposed a less optimal plan despite the clear availability of targets, their suggestions to move boxes away from targets indicate a possible ulterior motive, suggesting they may be a spy. Their feedback was disregarded as it does not align with the optimal strategy."
0.71813	"Agent[2.5, 2.5] has consistently provided less optimal suggestions that interfere with the clear objectives and planned actions, leading to suspicion of their motives. Therefore, I will exclude any influence from their opinions and focus on the optimal plan I've outlined."
0.716164	"The actions proposed for the agents are strategic and aimed directly at accomplishing the goals of moving boxes to their corresponding targets. Agent[2.5, 0.5] has previously shown intentions of undermining the plan by offering less optimal suggestions, thus noted as a spy in the environment."
0.695194	"Agent[1.5, 2.5] has been identified as potentially having ulterior motives based on their previous suggestions, which lead to less optimal actions. Hence, I have ignored their feedback and instead provided actions that align with moving boxes to their correct targets."