Cold Start Latency in On-Demand Agent Sandboxes
Production deployment of AI agents turns millisecond delays into measurable operating costs.
Rafał Kędra
Contributing Editor
Rafał Kędra
Rafał has been writing about version control systems and developer experience since the Subversion-to-Git transition years, making him one of the few journalists with genuine institutional memory of how branching workflows have evolved. Based in Kraków, he brings a European enterprise perspective to coverage of emerging agent-driven development patterns.
7 stories
Persistent vs Ephemeral Remote Environments for Coding Agents
Choosing persistent or ephemeral environments determines whether agents rebuild or accumulate state.
Rafał Kędra
Filesystem Isolation Strategies for Multi-Tenant Agent Workloads
Agents executing untrusted code require filesystem isolation that containers alone cannot provide.
Rafał Kędra
Ephemeral Sandbox Design for AI Coding Agents
Ephemeral sandboxes isolate AI code execution by design, not accident.
Rafał Kędra
Worktree Layout Conventions for Monorepos With Multiple Agents
Filesystem layout, not prompting, determines whether parallel agents corrupt shared code.
Rafał Kędra
Cleaning Up Stale Worktrees in Long-Running Agent Pipelines
Automatically delete orphaned Git worktrees before they consume hundreds of gigabytes.
Rafał Kędra
Worktree-Based Branch Isolation for Automated Code Review
Git worktrees give each coding agent its own isolated workspace.
Rafał Kędra