---

name: orchestration-workflow description: Guide for working with the multi-agent orchestration system in DEVS. Use this when asked to modify task orchestration, agent coordination, or workflow execution.

Orchestration Workflow for DEVS

The DEVS orchestration system coordinates multiple AI agents to complete complex tasks autonomously.

Architecture Overview

CopyUser Request → WorkflowOrchestrator → TaskAnalyzer → Agent Execution → Validation
                     ↓
              Strategy Selection
              (single-pass / multi-pass)
                     ↓
              Team Building → Coordinated Execution → Artifact Creation

Core Components

WorkflowOrchestrator (src/lib/orchestrator.ts)

Central coordination hub that:

• Prevents duplicate processing via prompt hashing
• Selects execution strategy based on complexity
• Manages agent recruitment and team building
• Handles error recovery and retries

TaskAnalyzer (src/lib/task-analyzer.ts)

LLM-powered analysis that:

• Breaks down complex prompts into requirements
• Assesses task complexity (simple/complex)
• Identifies required skills
• Generates subtasks with dependencies

RequirementValidator (src/lib/requirement-validator.ts)

Validates task deliverables against requirements:

• Functional requirements (feature implementation)
• Non-functional requirements (performance, usability)
• Constraints (technology, time, resources)

Execution Strategies

Single-Pass Strategy

For simple tasks that one agent can complete:

Copyasync function executeSinglePass(task: Task, agent: Agent): Promise<void> {
  // 1. Execute with enhanced context
  const result = await executeTaskWithAgent(task, agent, task.description)

  // 2. Create artifact from result
  await createArtifact({
    taskId: task.id,
    agentId: agent.id,
    type: 'deliverable',
    content: result,
  })

  // 3. Validate against requirements
  const validation = await validateRequirements(task, [artifact])

  // 4. Handle validation failures
  if (!validation.allSatisfied) {
    await createRefinementTask(task, validation.failures)
  }
}

Multi-Pass Strategy

For complex tasks requiring multiple agents:

Copyasync function executeMultiPass(task: Task): Promise<void> {
  // 1. Break down into subtasks
  const subtasks = await taskAnalyzer.breakdown(task)

  // 2. Build specialized team
  const team = await buildTeam(subtasks)

  // 3. Execute with dependency resolution
  await coordinateTeamExecution(subtasks, team)

  // 4. Validate all deliverables
  const validation = await validateAllRequirements(task, subtasks)
}

Team Coordination

Copyasync function coordinateTeamExecution(
  tasks: Task[],
  team: Agent[],
): Promise<void> {
  const executedTasks = new Set<string>()

  while (executedTasks.size < tasks.length) {
    // Find tasks with satisfied dependencies
    const readyTasks = tasks.filter(
      (task) =>
        !executedTasks.has(task.id) &&
        task.dependencies.every((depId) => executedTasks.has(depId)),
    )

    // Execute in parallel batches
    const batch = readyTasks.slice(0, team.length)
    await Promise.all(
      batch.map((task, index) => {
        const agent = team[index % team.length]
        return executeTaskWithAgent(task, agent, task.description)
      }),
    )

    batch.forEach((task) => executedTasks.add(task.id))
  }
}

Context Sharing

The ContextBroker enables inter-agent communication:

Copyimport { ContextBroker } from '@/lib/context-broker'

// Agent publishes context
await ContextBroker.publish({
  type: 'finding',
  agentId: agent.id,
  content: 'Discovered that the API requires authentication',
  keywords: ['api', 'authentication', 'security'],
})

// Another agent retrieves relevant context
const relevantContext = await ContextBroker.getRelevant(['api', 'design'])

Task States

Copytype TaskStatus = 'pending' | 'in_progress' | 'completed' | 'failed'

State transitions:

• pending → in_progress (when assigned to agent)
• in_progress → completed (when validated successfully)
• in_progress → failed (when validation fails after retries)
• failed → in_progress (when retry initiated)

Requirement Types

Copyinterface Requirement {
  id: string
  type: 'functional' | 'non-functional' | 'constraint'
  description: string
  priority: 'must' | 'should' | 'could' | 'wont'
  source: 'explicit' | 'implicit' | 'inferred'
  validationStatus?: 'satisfied' | 'pending' | 'failed'
  evidence?: string[]
}

Creating Custom Orchestration Logic

When extending orchestration:

Copyimport { WorkflowOrchestrator } from '@/lib/orchestrator'
import { TaskAnalyzer } from '@/lib/task-analyzer'
import { getAgentById, createAgent } from '@/stores/agentStore'

async function customOrchestration(prompt: string): Promise<void> {
  // 1. Analyze the task
  const analysis = await TaskAnalyzer.analyze(prompt)

  // 2. Find or create suitable agent
  let agent = await findAgentWithSkills(analysis.requiredSkills)
  if (!agent) {
    agent = await createAgent({
      name: 'Dynamic Agent',
      role: analysis.suggestedRole,
      instructions: analysis.suggestedInstructions,
    })
  }

  // 3. Create task with requirements
  const task = await createTask({
    title: analysis.title,
    description: prompt,
    complexity: analysis.complexity,
    requirements: analysis.requirements,
    assignedAgentId: agent.id,
  })

  // 4. Execute based on complexity
  if (analysis.complexity === 'simple') {
    await executeSinglePass(task, agent)
  } else {
    await executeMultiPass(task)
  }
}

Error Handling

The orchestrator implements multi-level error handling:

1. Orchestration Level: Duplicate prevention, graceful degradation
2. Validation Level: Automatic refinement tasks on failure
3. Agent Level: Fallback agent creation when recruitment fails
4. Network Level: LLM provider fallbacks, timeout handling

Copytry {
  await orchestrator.execute(prompt)
} catch (error) {
  if (error instanceof DuplicatePromptError) {
    // Already processing this prompt
    return existingWorkflow
  }
  if (error instanceof AgentNotFoundError) {
    // Create fallback agent
    const fallbackAgent = await createFallbackAgent(requiredSkills)
    await orchestrator.execute(prompt, fallbackAgent)
  }
  // Log and notify user
  console.error('Orchestration failed:', error)
  toast.error('Task execution failed. Please try again.')
}

Testing Orchestration

Copyimport { describe, it, expect, vi } from 'vitest'
import { WorkflowOrchestrator } from '@/lib/orchestrator'

vi.mock('@/lib/llm')
vi.mock('@/stores/agentStore')
vi.mock('@/stores/taskStore')

describe('WorkflowOrchestrator', () => {
  it('should select single-pass for simple tasks', async () => {
    const result = await WorkflowOrchestrator.analyze('Write a hello world')
    expect(result.strategy).toBe('single-pass')
  })

  it('should build team for complex tasks', async () => {
    const result = await WorkflowOrchestrator.analyze(
      'Build a complete e-commerce platform',
    )
    expect(result.strategy).toBe('multi-pass')
    expect(result.requiredAgents.length).toBeGreaterThan(1)
  })
})