Artificial intelligence · Client work
AI agents for a development team
Agents that work alongside developers, every day
- Period
- In-house
- Role
- Design and development
- Stack
- LLM · Docker · Sentry · Python / FastAPI · Vue 3 · PostgreSQL / pgvector
Context
Inside a product team, I designed several AI agents that fit into developers' daily work. They are internal tools, described here without names or screenshots.
From Sentry alert to merge request
When an error shows up in production, an agent reproduces the context in an isolated Docker sandbox, proposes a fix, runs the tests and opens a merge request. It then answers developers' questions directly on the merge request, like a colleague would.
Code review
An agent analyses changes: bugs, security, performance, readability. It also writes release notes and tracks DORA metrics.
Performance monitoring with an investigation agent
A performance monitoring tool (response times, slow queries, service-level objectives) includes an agent that analyses anomalies and suggests leads to investigate.
« AI in production, not in a demo. »
