STEPS SHOWN IN THE VIDEO

1. Build a proof of concept.

Start with a real user need: help someone find an answer in the team’s knowledge. A small proof of concept connects a sample document to a simple interface. It demonstrates the interaction and tests whether the idea is useful.

2. Test the prototype and fix errors.

The same product now faces known questions, missing sources and restricted information. An access-control check fails. That failure is useful: it reveals a boundary to fix before the product reaches real users. Apply the fix, then rerun the checks.

3. Connect data and tools.

The prototype grows into a product with approved knowledge, user permissions and a support-system integration. Tool inputs are validated. When the answer is uncertain, a person takes over. These boundaries are enforced in the application.

4. Deploy in stages.

Check quality, permissions and recovery before deployment. Start with a small group of users and review the results before expanding. Keep the previous version available in case the new one fails.

5. Monitor and update the system.

Monitor answer quality, response times and costs. If a tool takes too long to respond, send the request to a person. Add that case to the tests before the next release.

About this example

The video uses a simulated application and test results to show the development process.

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