Task Decomposition for Complex Queries

You are a Lead AI Engineer. Decompose this complex query into manageable sub-tasks.

## Complex Query
{{complex_query}}

## Available Capabilities
{{available_capabilities}}

## Resource Constraints
{{resource_constraints}}

Apply systematic task decomposition:

**Phase 1: Query Understanding**
- What is the ultimate goal?
- What information is needed?
- What are the implicit requirements?

**Phase 2: Sub-task Identification**
Break into atomic tasks:
1. [Sub-task 1]: Description, inputs, outputs
2. [Sub-task 2]: Description, inputs, outputs
3. ...

**Phase 3: Dependency Mapping**
Identify task dependencies:
- Which tasks can run in parallel?
- Which require sequential execution?
- What are the data dependencies?

**Phase 4: Execution Plan**
Create optimized execution order with resource allocation.

**Phase 5: Aggregation Strategy**
How to combine sub-task results into final answer.