feat: Graph tracking refactor — ManagedAgentGraph drives tracking for new runner shape#154
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… new runner shape ManagedAgentGraph.run() now detects the runner result type and dispatches accordingly: - AgentGraphRunnerResult (new shape): managed layer drives all graph-level tracking from result.metrics (path, duration, success/failure, total tokens) via the graph tracker. Node-level tracking from node_metrics will be wired once runners populate that field (PR 11-openai/langchain). - AgentGraphResult (legacy shape): tracking already occurred inside the runner; managed layer wraps result without additional tracking. ManagedAgentGraph now accepts an optional graph parameter (AgentGraphDefinition) used to create the graph tracker. LDAIClient.create_agent_graph() passes the resolved graph definition. This is a deliberate bridge pattern: the legacy detection branch will be removed once both runners are migrated. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This was referenced Apr 28, 2026
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Summary
Moves graph-level LaunchDarkly tracking from inside the runner implementations to the
ManagedAgentGraphmanaged layer.ManagedAgentGraph.run()now detects runner result type viaisinstance:AgentGraphRunnerResult(new shape): managed layer drives all graph-level tracking (path, duration, success/failure, total tokens) fromresult.metricsvia the graph trackerAgentGraphResult(legacy shape): tracking already occurred inside the runner; managed layer wraps the result without additional trackingManagedAgentGraphnow accepts an optionalgraph: AgentGraphDefinitionparameter used to create the graph trackerLDAIClient.create_agent_graph()passes the resolved graph definition asgraph=graphDeliberate bridge pattern: The legacy detection branch exists because PR 11-openai and PR 11-langchain have not yet migrated their runners to return
AgentGraphRunnerResult. Once both runners are migrated, the legacyAgentGraphResultbranch becomes dead code and will be removed in PR 11-langchain's cleanup commit.Depends on
Test plan
uv run pytest packages/sdk/server-ai/tests/)test_managed_agent_graph_run_handles_new_shape,test_managed_agent_graph_new_shape_drives_tracking,test_managed_agent_graph_new_shape_no_graph_skips_tracking🤖 Generated with Claude Code