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modules/ai-agents/pages/agents/a2a-concepts.adoc

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The Agent-to-Agent (A2A) protocol is an open standard for agent communication and discovery. Redpanda Cloud uses A2A for both external integration and internal pipeline-to-agent communication.
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After reading this page, you will be able to:
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modules/ai-agents/pages/agents/architecture-patterns.adoc

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This topic helps you design agent systems that are maintainable, discoverable, and reliable by choosing the right architecture pattern and applying clear boundary principles.
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After reading this page, you will be able to:
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modules/ai-agents/pages/agents/concepts.adoc

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Agents execute through a reasoning loop where the LLM analyzes context, decides which tools to invoke, processes results, and repeats until the task completes. Understanding this execution model helps you design reliable agent systems.
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modules/ai-agents/pages/agents/integration-overview.adoc

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Redpanda Cloud supports multiple integration patterns for agents, pipelines, and external applications. Choose the pattern that matches your integration scenario.
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modules/ai-agents/pages/agents/monitor-agents.adoc

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Use monitoring to track agent performance, analyze conversation patterns, debug execution issues, and optimize token costs.
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modules/ai-agents/pages/agents/pipeline-integration-patterns.adoc

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Build Redpanda Connect pipelines that invoke agents for automated, event-driven processing. Pipelines use the `a2a_message` processor to call agents for each event in a stream when you need AI reasoning, classification, or enrichment at scale.
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modules/ai-agents/pages/agents/prompt-best-practices.adoc

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Write system prompts that produce reliable, predictable agent behavior. Good prompts define scope, specify constraints, and guide tool usage.
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modules/ai-agents/pages/agents/troubleshooting.adoc

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Use this page to diagnose and fix common issues with AI agents, including deployment failures, runtime behavior problems, tool execution errors, and integration issues.
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== Deployment issues
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Fix issues that prevent agents from connecting to required resources.

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