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Lessons Learned

1. LLM features only become valuable when embedded into a workflow

A language model alone is not a product.
Its value emerges when it is placed inside a reliable workflow with validation, execution, persistence, and feedback.

2. Test automation is not only a coding problem

Automated testing also depends on:

  • data stability
  • maintainability
  • explainability
  • stakeholder usability

3. Architecture matters more in bigger teams

As project size grows, system boundaries and responsibilities become more important than isolated features.

4. Real usefulness comes from reducing friction

The most exciting part of the system was not the model itself, but how it reduced friction for developers, QA teams, and product-oriented users.

5. Public presentation and actual implementation are different things

A strong public showcase is not a dump of everything that exists.
It is a clear and deliberate presentation of the most relevant substance.