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Get Started Free →Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.
.claude/skills/azure-ai-agents-persistent-java/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | — | — |
| case-03 | ✗→✓ | ▲ Improved | — | — |
| case-05 | ✗→✓ | ▲ Improved | — | — |
| case-17 | ✗→✓ | ▲ Improved | — | — |
| case-12 | ✗→✓ | ▲ Improved | — | — |
Low-level SDK for creating and managing persistent AI agents with threads, messages, runs, and tools.
xml<dependency> <groupId>com.azure</groupId> <artifactId>azure-ai-agents-persistent</artifactId> <version>1.0.0-beta.1</version> </dependency>
bashPROJECT_ENDPOINT=https://<resource>.services.ai.azure.com/api/projects/<project> MODEL_DEPLOYMENT_NAME=gpt-4o-mini
javaimport com.azure.ai.agents.persistent.PersistentAgentsClient; import com.azure.ai.agents.persistent.PersistentAgentsClientBuilder; import com.azure.identity.DefaultAzureCredentialBuilder; String endpoint = System.getenv("PROJECT_ENDPOINT"); PersistentAgentsClient client = new PersistentAgentsClientBuilder() .endpoint(endpoint) .credential(new DefaultAzureCredentialBuilder().build()) .buildClient();
The Azure AI Agents Persistent SDK provides a low-level API for managing persistent agents that can be reused across sessions.
| Client | Purpose | |--------|---------| | PersistentAgentsClient | Sync client for agent operations | | PersistentAgentsAsyncClient | Async client for agent operations |
java// Create agent with tools PersistentAgent agent = client.createAgent( modelDeploymentName, "Math Tutor", "You are a personal math tutor." );
javaPersistentAgentThread thread = client.createThread();
javaclient.createMessage( thread.getId(), MessageRole.USER, "I need help with equations." );
javaThreadRun run = client.createRun(thread.getId(), agent.getId()); // Poll for completion while (run.getStatus() == RunStatus.QUEUED || run.getStatus() == RunStatus.IN_PROGRESS) { Thread.sleep(500); run = client.getRun(thread.getId(), run.getId()); }
javaPagedIterable<PersistentThreadMessage> messages = client.listMessages(thread.getId()); for (PersistentThreadMessage message : messages) { System.out.println(message.getRole() + ": " + message.getContent()); }
javaclient.deleteThread(thread.getId()); client.deleteAgent(agent.getId());
javaimport com.azure.core.exception.HttpResponseException; try { PersistentAgent agent = client.createAgent(modelName, name, instructions); } catch (HttpResponseException e) { System.err.println("Error: " + e.getResponse().getStatusCode() + " - " + e.getMessage()); }
| Resource | URL | |----------|-----| | Maven Package | https://central.sonatype.com/artifact/com.azure/azure-ai-agents-persistent | | GitHub Source | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-agents-persistent |
This skill is applicable to execute the workflow or actions described in the overview.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-04 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +55 percentage points is the difference between those two pass rates over the 22 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.