ASTRA Programming Language

1. Getting Started

Quick Start
Check your setup

2. Programming with ASTRA

Guide overview
Understanding an agent
Representing knowledge
Writing plans
Designing goal-directed behaviour
Observing and acting
Handling uncertainty and failure
Managing ongoing activities
Reusing behaviour
Building cooperating agents
Testing, building and running

3. Environments

Environments Overview
- Choose an environment interface
- Related guides
CArtAgO Environments
EIS Environments

4. LLM Integration

Introducing LLM Integration
Your First LLM Agent
Prompts, Responses and Beliefs
The Reasoning Architecture
Prompting and Chain of Thought
Pipelines
ReAct: Reasoning with Tools
MCP and Callable Goals
- Local goal registration
- Remote tools and conversation control
Thread and Tree of Thoughts
Agent-to-Agent (A2A) Communication
Publishing an A2A Service
Calling A2A Services
LLM API Reference

5. Multi-Agent Microservices (MAMS)

Guide overview
Publish your first service
Manage resources
Decide how requests are handled
Connect services
Build a cooperating service
Test and deploy

6. Examples

Choose an example
- Use a project with its walkthrough
ASTRA examples
LLM examples
- Projects in this guide
- Projects in the LLM examples group
MAMS examples

7. Reference

AgentSpeak(L) Background
Syntax at a Glance
ASTRA API Reference Guide
Prewritten Protocols
Maven Plugin Options

8. About and Support

Publications
Report a Bug

ASTRA Programming Language

Index
Edit on GitLab

Index

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