the goal is to have an agent that can:
- Understand a complex problem description.
- Generate initial algorithmic solutions.
- Rigorously test its own code.
- Learn from failures and successes.
- Evolve increasingly sophisticated and efficient algorithms over time.
You don’t have to prove them since you can just try things and see what the results are. The paper acts as a solid basis of an approach that’s known to work.