Java Action Interpolate is a specialized Java library designed to integrate with the LightJason multi-agent framework. It provides a suite of interpolation algorithms, including linear, polynomial, and spline methods, enabling agents to transition between states and actions fluidly. The module offers configurable interpolation parameters, hooks into the LightJason action lifecycle, and supports custom data types. By incorporating Java Action Interpolate, developers can eliminate jarring behavior jumps, enhance simulation fidelity, and simplify the implementation of smooth agent movements and decision-driven behaviors within distributed or simulation environments.

Dial4JaCa is a Java library plugin for the JaCaMo multi-agent platform that intercepts inter-agent messages, encodes agent intentions, and routes them through LLM backends (OpenAI, local models). It manages dialogue context, updates belief bases, and integrates response generation directly into AgentSpeak(L) reasoning cycles. Developers can customize prompts, define dialogue artifacts, and handle asynchronous calls, enabling agents to interpret user utterances, coordinate tasks, and retrieve external information in natural language. Its modular design supports error handling, logging, and multi-LLM selection, ideal for research, education, and rapid prototyping of conversational MAS.