01 · Overview
An AI assistant inside an existing engineering workflow.
The work was not a standalone model demonstration. The assistant was built as part of an existing GitLab CI/CD workflow, placing LLM-powered review inside the software delivery process.
02 · Engineering work
Prompting, tools, and provider integration.
The implementation covered the model-facing workflow and the software required to connect it to the delivery system.
- Designed the prompting workflows used by the assistant.
- Implemented tool and function-calling integrations.
- Built a provider API layer using OpenAI and Anthropic models.
- Integrated the assistant into GitLab CI/CD.
03 · Published scope
Only confirmed work is described here.
This case study records the implementation scope and technologies that can be stated responsibly. It does not publish a client name, performance metric, screenshot, or testimonial.