Java Action Generic is a lightweight, modular library that allows developers to implement autonomous agent behaviors in Java by defining generic actions. Actions are parameterized units of work that agents can execute, schedule, and compose at runtime. The framework offers a consistent action interface, allowing developers to create custom actions, handle action parameters, and integrate with LightJason’s agent lifecycle management. With support for event-driven execution and concurrency, agents can perform tasks such as dynamic decision-making, interaction with external services, and complex behavior orchestration. The library promotes reusability and modular design, making it suitable for research, simulations, IoT, and game AI applications on any JVM-supported platform.

Clear Agent is a developer-focused framework designed to simplify building AI-driven agents. It offers tool registration, memory management, and customizable agent classes that process user instructions, call APIs or local functions, and return structured responses. Developers can define workflows, extend functionality with plugins, and deploy agents on multiple platforms without boilerplate code. Clear Agent emphasizes clarity, modularity, and ease of integration for production-ready AI assistants.

Embedded BDI provides a full BDI lifecycle engine: it models an agent’s beliefs about its environment, manages evolving desires or goals, selects intentions from a library of plans, and executes behaviors in real time. The framework includes modules for belief base storage, plan library definition, event triggering, and concurrency control tailored for memory-limited microcontrollers. With a simple API, developers annotate beliefs, specify desires, and implement plans in code. Its scheduler handles priority-based intention execution and integrates with hardware interfaces for sensors, actuators, and network communication, making it ideal for autonomous IoT devices, mobile robots, and industrial controllers.

Inngest is a powerful AI platform designed for developers to construct web applications through serverless functions. It offers a no-code interface, enabling seamless integration of various APIs and services. With Inngest, users can automate workflows and manage event-driven mechanics efficiently, minimizing the need for extensive coding and maximizing productivity. This platform streamlines backend processes while ensuring that applications remain scalable and easy to maintain.