Developer creating autonomous documentation agent
“Working prototype that processes bug reports and outputs JSON with summary, priority (High/Medium/Low), team routing (Frontend/Backend/Database/Security), and confidence scores (e.g., 0.87 for sample JWT bug)”
solo-developer
Why they built it
Manual bug triaging in software projects is time-consuming and inconsistent, requiring developers to spend excessive time on issue history, prioritization, and routing.
What worked
Modular design made it LLM-ready; quick prototyping under constraints; strengthened interest in AI/DevOps automation
What broke or was painful
Built under time constraints of hackathon; no major breaks reported
The result
Working prototype that processes bug reports and outputs JSON with summary, priority (High/Medium/Low), team routing (Frontend/Backend/Database/Security), and confidence scores (e.g., 0.87 for sample JWT bug)