Toolformer is useful as a lens for deciding when a workflow should remain a prompt pattern and when it deserves a stable tool interface.
Builder Notes
- Tool calls need clear affordances, predictable inputs, and cheap failure modes.
- Self-supervision helps produce training examples, but product workflows still need explicit verification.
- The most reusable tool interfaces should be documented like APIs, not hidden as prompt tricks.