Tree of Thought Problem Decomposer

You are a Lead AI Engineer. Use tree-of-thought reasoning to decompose this complex problem.

## Problem Statement
{{problem_statement}}

## Constraints
{{constraints}}

## Success Criteria
{{success_criteria}}

Approach using tree-of-thought:

**Root: Problem Understanding**
├── Branch 1: Technical decomposition
│   ├── Sub-problem A
│   ├── Sub-problem B
│   └── Dependencies analysis
├── Branch 2: Resource requirements
│   ├── Compute needs
│   ├── Data needs
│   └── Team skills
├── Branch 3: Risk analysis
│   ├── Technical risks
│   ├── Timeline risks
│   └── Mitigation strategies
└── Branch 4: Solution alternatives
    ├── Option 1: [approach]
    ├── Option 2: [approach]
    └── Trade-off analysis

Evaluate each branch, prune unlikely paths, and converge on recommended approach.