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軟體架構

  • A .NET C# framework to build and orchestrate GPT-based AI agents with declarative prompts, memory, and streaming.
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    What is Sharp-GPT?
    Sharp-GPT empowers .NET developers to create robust AI agents by leveraging custom attributes on interfaces to define prompt templates, configure models, and manage conversational memory. It offers streaming output for real-time interaction, automatic JSON deserialization for structured responses, and built-in support for fallback strategies and logging. With pluggable HTTP clients and provider abstraction, you can switch between OpenAI, Azure, or other LLM services effortlessly. Ideal for chatbots, content generation, summarization, classification, and more, Sharp-GPT reduces boilerplate and accelerates AI agent development on Windows, Linux, or macOS.
  • Launch your startup fast with ShipFast's Next.js boilerplate.
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    What is Testdal?
    ShipFast is a comprehensive Next.js boilerplate designed to help you rapidly develop and launch your SaaS, AI tool, or web app. It includes essential features such as user login, payment processing, email handling, SEO, and database setup, allowing you to focus on building your business rather than dealing with generic app functionalities.
  • A Java-based multi-agent communication demo using JADE, showcasing two-way interaction, message parsing, and agent coordination.
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    What is Two-Way Agent Communication using JADE?
    This repository provides a hands-on demonstration of two-way communication between agents built on the JADE framework. It includes example Java classes showing agent setup, FIPA-ACL compliant message creation, and asynchronous behavior handling. Developers can study Agent A sending a REQUEST, Agent B processing the request, and returning an INFORM message. The code illustrates registering agents with the Directory Facilitator, using cyclic and one-shot behaviors, applying message templates to filter messages, and logging conversation sequences. It’s an ideal starting point for prototyping multi-agent exchanges, custom protocols, or integrating JADE agents into larger distributed AI systems.
  • Clear Agent is an open-source framework enabling developers to build customizable AI agents that process user input and execute actions.
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    What is Clear Agent?
    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.
  • CodeAtlas provides a visual dependency graph for developers to understand code structure and relationships.
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    What is Atlas?
    CodeAtlas is a tool designed to visualize code dependencies and structures in an interactive and dynamic map. It allows developers to gain insights into code relationships and hierarchies, which can facilitate better maintenance and refactoring efforts. By representing code in a visual graph, CodeAtlas makes it easier to navigate complex codebases, identify areas that require optimization, and enhance overall code understanding. It is particularly useful for large projects where understanding the interdependencies between different modules and components can be challenging.
  • Lightweight BDI framework enabling embedded systems to run autonomous belief-desire-intention agents in real time.
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    What is Embedded BDI?
    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 an AI tool for building web applications using serverless functions.
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    What is Inngest?
    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.
  • Orkes provides AI tools for efficient application development and microservices management.
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    What is Orkes?
    Orkes allows developers to efficiently build and manage applications using AI-driven tools. It specializes in microservices management, enabling seamless integration of services, automated workflows, and real-time monitoring. The platform aims to streamline the development lifecycle, ensuring teams can develop high-quality applications faster and with reduced complexity.
  • A Python library enabling secure, real-time communication with VAgent AI agents via WebSocket and REST APIs.
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    What is vagent_comm?
    vagent_comm is an API client framework that simplifies message exchange between Python applications and VAgent AI agents. It supports secure token authentication, automatic JSON formatting, and dual transport via WebSocket and HTTP REST. Developers can establish sessions, send text or data payloads, handle streaming responses, and manage retries on errors. The library’s asynchronous interface and built-in session management allow seamless integration into chatbots, virtual assistant backends, and automated workflows.
  • Get CTO-level guidance to build and scale your AI projects efficiently.
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    What is AI Builder Buddy?
    AI Builder Buddy is a technical partner service that provides expert guidance and support for AI builders. From technical strategy and system architecture planning to live pair programming, debugging, and modern tech integrations like AI and API, AI Builder Buddy helps you build and scale your software products. The first hour is free, making it a risk-free way to get the technical expertise you need for your project.
  • Java Action Generic is a Java-based agent framework offering flexible, reusable action modules for building autonomous agent behaviors.
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    What is Java Action Generic?
    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.
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