Pause and ask instead of guessing You make the agent ask when a missing fact would change an action or result. Your host persists that pause, resumes safely, and keeps failures distinct from final output. java academy academy/topics/agent-clarification-resume website/content-src/academy/course.mjs academy Pause and ask instead of guessing
Unit 5 · Build an agent that can use tools

Pause and ask instead of guessing

You make the agent ask when a missing fact would change an action or result. Your host persists that pause, resumes safely, and keeps failures distinct from final output.

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Unit example (nearest native match)

See the idea in context

var helper = Ax.agent("question:string -> answer:string");
Run itIn your own project
// Gradle (build.gradle):
implementation 'dev.axllm:ax:22.0.4'
// Maven (pom.xml):
<dependency>
  <groupId>dev.axllm</groupId>
  <artifactId>ax</artifactId>
  <version>22.0.4</version>
</dependency>

import dev.axllm.ax.Ax;

var llm = Ax.ai("openai", Map.of("apiKey", System.getenv("OPENAI_API_KEY")));
var classify = Ax.ax("review:string -> sentiment:class \"positive, negative, neutral\"");

Set OPENAI_APIKEY in your environment before running provider-backed code.

In the ax repo

From a clone of the ax repo:

npm run example -- java src/examples/java/short-agents/ToolsAgentExample.java
Active practice

Show that you can use it

Answer 2 in a row to learn this · attempt 1
Keep exploring

Source-backed follow-up