Architecture
A clear separation keeps generated answers apart from the checks that verify them. Architecture diagram
Selected work, by category
Tests
Tests cover normal use, bad inputs, unsupported claims, and safe failure behavior.
Evidence
Public claims are checked against approved source material before an answer is shown.
Operations
The system tracks speed and failures without storing visitor questions or model responses.
Change control
Actions that could change data require an explicit review and approval step. Public tools remain read-only.
How Answers Are Generated
Go deeper
- Architecture diagram
- Answers with sources
- Use-case labs
- GetBetterAI case study — product flow, architecture, and screenshots
- GitLab repositories
- Capability index — skills in action
This page does not claim production customer traction, revenue, or employer-confidential detail beyond what is documented above and in the linked evidence.
Questions worth asking the chat
- How does the evidence system prevent unsupported claims?
- What did Nkosi build at NBCU?
- How does the Kafka pipeline example map to production systems?
- What are the failure modes?