FastAIAgent 0.1.5 — Cognitive Mind and Planning Layer for Java

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💡 Cognitive reasoning, planning loops, and multi-agent coordination — Decoupled execution mind for the FastJava AI ecosystem.

FastAIAgent is the cognitive engine of the FastJava AI platform. It processes natural language goals, generates logical plan graphs, orchestrates tool-use chains, and verifies results through the underlying execution runtime (FastAIRuntime) to complete complex agentic tasks.

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Technical Features

• 🧠 Plan-Act-Observe Loop — Closed-loop execution cycle leveraging FastAI LLMs to generate and adapt schedules.
• 💾 Short/Long-Term Memory — Dynamic session history formatting powered by FastAIMemory.
• 🔌 Runtime Decoupling — Separation of thought (FastAIAgent) and execution (FastAIRuntime) ensures reliable replayability.
• ⚡ Thread-Safe Orchestration — Ready for concurrent multi-agent environments.

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Quick Start

import fastai.AI;
import fastai.FastAI;
import fastaiagent.FastAIAgent;
import fastaimemory.ConversationHistory;
import fastairuntime.FastAIRuntime;

public class Demo {
    public static void main(String[] args) {
        AI brain = FastAI.connect("ollama:llama3.2:3b");
        FastAIRuntime runtime = new FastAIRuntime();
        ConversationHistory memory = new ConversationHistory();

        FastAIAgent agent = new FastAIAgent(brain, runtime, memory);
        
        // Plan -> Act -> Observe
        agent.run("Start application notepad.exe");
    }
}

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Installation

Maven (JitPack)

Add JitPack repository and dependency to your pom.xml:

<repositories>
    <repository>
        <id>jitpack.io</id>
        <url>https://jitpack.io</url>
    </repository>
</repositories>

<dependencies>
    <dependency>
        <groupId>com.github.andrestubbe</groupId>
        <artifactId>FastAIAgent</artifactId>
        <version>0.1.5</version>
    </dependency>
</dependencies>

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Related Projects

• FastAIRuntime - Deterministic execution engine
• FastAI - Unified AI client interface for Java
• FastAIMemory - Unified conversation memory
• FastAIVectorDB - JNI native vector database
• FastAIRag - Retrieval-augmented generation pipeline
• FastAIBot - High-performance bot orchestrator
• FastCore - Unified JNI loader and platform abstraction

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License

This project is licensed under the MIT License.