Error Handling¶

AgentEnsemble uses a hierarchy of unchecked exceptions. All exceptions extend AgentEnsembleException, making it easy to catch any framework exception with a single catch block or handle specific cases individually.

Exception Hierarchy¶

AgentEnsembleException (base)
  ValidationException          -- invalid configuration at build/run time
  TaskExecutionException       -- a task failed during execution
  AgentExecutionException      -- an LLM call failed
  MaxIterationsExceededException  -- agent exceeded its tool-call limit
  PromptTemplateException      -- unresolved template variables
  ToolExecutionException       -- a tool call failed
  ConstraintViolationException -- required workers were not called (hierarchical workflow)

`ValidationException`¶

Thrown when the ensemble or its components are configured incorrectly. This exception is thrown before any LLM calls.

Common causes: - Missing required fields (role, goal, llm, description, expectedOutput, agent) - A task references an agent not registered with the ensemble - Context tasks appear after the tasks that depend on them (sequential workflow) - Circular context dependencies - maxIterations, managerMaxIterations, or maxDelegationDepth set to zero or negative - EnsembleMemory built with no memory type enabled

try {
    EnsembleOutput output = ensemble.run();
} catch (ValidationException e) {
    System.err.println("Configuration error: " + e.getMessage());
}

`TaskExecutionException`¶

Thrown when a task fails during execution. Contains: - The description of the failed task - The role of the agent assigned to it - A list of TaskOutput objects for tasks that completed before the failure

try {
    EnsembleOutput output = ensemble.run();
} catch (TaskExecutionException e) {
    System.err.println("Task failed: " + e.getTaskDescription());
    System.err.println("Agent: " + e.getAgentRole());
    System.err.println("Cause: " + e.getCause().getMessage());

    // Access results from tasks that completed before the failure
    for (TaskOutput completed : e.getCompletedTaskOutputs()) {
        System.out.println("Completed: " + completed.getTaskDescription());
        System.out.println("Output: " + completed.getRaw());
    }
}

`AgentExecutionException`¶

Thrown when the LLM call itself fails (network error, API error, timeout). Contains the agent role and task description.

catch (AgentExecutionException e) {
    System.err.println("Agent '" + e.getAgentRole() + "' failed on task '"
        + e.getTaskDescription() + "': " + e.getMessage());
}

`MaxIterationsExceededException`¶

Thrown when an agent exceeds its maxIterations limit. Contains the configured limit and the actual count.

catch (MaxIterationsExceededException e) {
    System.err.println("Agent '" + e.getAgentRole() + "' exceeded its iteration limit.");
    System.err.println("Configured limit: " + e.getMaxIterations());
    System.err.println("Actual iterations: " + e.getActualIterations());
}

To prevent this, either increase maxIterations on the agent or give the agent fewer, more focused tools.

`PromptTemplateException`¶

Thrown when a task description or expected output contains {variable} placeholders that were not resolved because the corresponding key was not in the inputs map.

catch (PromptTemplateException e) {
    System.err.println("Missing template variables: " + e.getMissingVariables());
    // e.g., "Missing template variables: [topic, year]"
}

`ConstraintViolationException`¶

Thrown after a hierarchical workflow manager completes when one or more workers listed in HierarchicalConstraints were never called during the run. This signals that the manager did not satisfy the required delegation constraints before finishing. Contains: - A list of violation descriptions via getViolations() - A list of TaskOutput objects for tasks that did complete via getCompletedTaskOutputs()

try {
    EnsembleOutput output = ensemble.run(inputs);
} catch (ConstraintViolationException e) {
    System.err.println("Constraint violations detected:");
    for (String violation : e.getViolations()) {
        System.err.println("  - " + violation);
    }

    // Partial results are still available for tasks that completed
    for (TaskOutput completed : e.getCompletedTaskOutputs()) {
        System.out.println("Completed: " + completed.getTaskDescription());
        System.out.println("Output: " + completed.getRaw());
    }
}

`ToolExecutionException`¶

Thrown when a tool fails to execute. This is typically wrapped inside an AgentExecutionException.

Catching All Framework Exceptions¶

try {
    EnsembleOutput output = ensemble.run(inputs);
} catch (AgentEnsembleException e) {
    log.error("Ensemble failed: {}", e.getMessage(), e);
}

Exit Reasons¶

EnsembleOutput.getExitReason() (and the convenience method isComplete()) describe how the pipeline terminated:

`ExitReason`	Meaning
`COMPLETED`	All tasks ran to completion normally. `isComplete()` returns `true`.
`USER_EXIT_EARLY`	A human reviewer explicitly chose to stop the pipeline at a review gate, or a `HumanInputTool` returned ExitEarly.
`TIMEOUT`	A review gate timeout expired and the configured `onTimeout` action was `EXIT_EARLY`. Distinct from a user-initiated exit.
`ERROR`	An unrecoverable exception terminated the pipeline. Partial results are available in the `TaskExecutionException`.

EnsembleOutput output = ensemble.run();

switch (output.getExitReason()) {
    case COMPLETED:
        System.out.println("All done: " + output.getRaw());
        break;
    case USER_EXIT_EARLY:
        System.out.println("User stopped the pipeline after "
            + output.completedTasks().size() + " task(s)");
        System.out.println("Last output: " + output.getRaw());
        break;
    case TIMEOUT:
        System.out.println("Review gate timed out after "
            + output.completedTasks().size() + " task(s)");
        break;
    case ERROR:
        // This case is typically handled via exception -- see TaskExecutionException
        break;
}

Partial Results¶

When the pipeline stops early -- whether due to a user exit-early, a timeout, or an error -- the tasks that completed before the stop are always preserved in the EnsembleOutput.

Checking completion¶

EnsembleOutput output = ensemble.run();
if (!output.isComplete()) {
    System.out.println("Pipeline stopped early: " + output.getExitReason());
    System.out.println("Completed: " + output.completedTasks().size() + " task(s)");
}

Accessing completed task outputs¶

// All completed task outputs in execution order
List<TaskOutput> done = output.completedTasks();

// The last completed output
output.lastCompletedOutput().ifPresent(o ->
    System.out.println("Last: " + o.getRaw()));

// A specific task's output (identity-based lookup)
output.getOutput(researchTask).ifPresent(o ->
    System.out.println("Research: " + o.getRaw()));

getOutput(Task task) uses object identity for the lookup: pass the same Task instance that was given to Ensemble.builder().task(...). If the task completed, its output is returned; if it was skipped or never started, Optional.empty() is returned.

Partial results on exception¶

When a TaskExecutionException is thrown, the partial results from successfully completed tasks are available via e.getCompletedTaskOutputs(). This allows you to save or display intermediate work even when the ensemble fails partway through.

try {
    EnsembleOutput output = ensemble.run(inputs);
    saveResults(output);
} catch (TaskExecutionException e) {
    // Save whatever was completed before the failure
    for (TaskOutput partial : e.getCompletedTaskOutputs()) {
        savePartialResult(partial);
    }
    // Alert on the failure
    alertOnFailure(e.getTaskDescription(), e.getAgentRole());
}

Retry Patterns¶

AgentEnsemble does not have built-in retry logic. For transient failures (e.g., API rate limits), implement retry at the call site:

int attempts = 0;
EnsembleOutput output = null;

while (attempts < 3) {
    try {
        output = ensemble.run(inputs);
        break;
    } catch (AgentExecutionException e) {
        attempts++;
        if (attempts == 3) throw e;
        Thread.sleep(1000L * attempts);   // exponential back-off
    }
}

For production use, consider integrating a resilience library such as Resilience4j.

Error Handling¶

Exception Hierarchy¶

ValidationException¶

TaskExecutionException¶

AgentExecutionException¶

MaxIterationsExceededException¶

PromptTemplateException¶

ConstraintViolationException¶

ToolExecutionException¶