Resources
Learn the workflow, not just the pitch
Product education, security explanations, and original engineering writing on the problems RepoFixer works on, organized by topic, not by publish date.
Browse by topic
Backlog Automation
What backlog automation means, and how it differs from generic AI code generation.
Dependency Maintenance
Workflows for automating dependency updates without giving up review control.
Flaky Tests
Working through a flaky-test backlog without pretending it's a fully mechanical problem.
Security & Trust
Sandboxing, isolation, and credential boundaries for coding agents.
Engineering Management
Evaluation frameworks and adoption guidance for engineering leaders.
Platform & Infrastructure
Infrastructure tradeoffs: managed vs. BYOS, provisioning, and deployment.
Latest articles

Engineering Management
How Engineering Managers Can Evaluate Backlog Automation
A framework for evaluating a backlog-automation tool without relying on vendor-supplied ROI numbers: what to pilot, what to measure, and what questions to ask about review governance.
· 2 min read

Security & Trust
How to Sandbox AI Coding Agents
What sandboxing a coding agent actually requires (execution isolation, credential scoping, and a data-access boundary) and where a real implementation has to make hard tradeoffs.
· 2 min read

Flaky Tests
Where Automated Flaky-Test Fixes Still Need Human Judgment
Automated flaky-test remediation can investigate and propose a fix, but deciding whether the fix addresses the real cause is still a human call. Here's why.
· 2 min read
