Platform Engineering vs SRE Scope and Responsibility Boundaries
Platform Engineering builds for developers; SRE ensures production stays reliable for users.
Ravi Petrova
Senior Writer
Ravi Petrova
Ravi Petrova covers platform engineering and developer infrastructure, ai agent development environments and reproducible development environments for Build Stack Review.
10 stories
Multi-Agent Workflow Orchestration in Local Development
Fix your environment first, or multi-agent orchestration will fail.
Ravi Petrova
CI/CD Pipeline Design for AI Agent Task Execution
Reproducible agent environments require the same version discipline as production code.
Ravi Petrova
Sandboxing AI Agents That Execute Code Locally
Containers alone can't protect against AI-generated code escaping to your host.
Ravi Petrova
Sandboxing AI Agents to Prevent Filesystem and Network Abuse
Layered controls and kernel-level isolation are required to contain AI agents safely.
Ravi Petrova
Hermetic Builds and Why Non-Hermetic Builds Break CI Reliability
Hidden dependencies in non-hermetic builds sabotage CI reliability months after code ships.
Ravi Petrova
approaches to sharing and activating reproducible dev environments across teams
Machine-executable configs eliminate the drift that README instructions inevitably introduce.
Ravi Petrova
Environment Drift as a Security Vulnerability
Unrecorded changes let attackers exploit gaps your audits never catch.
Ravi Petrova
Environment Parity Between Staging and Production in Kubernetes
Three mechanisms of configuration drift undermine staging-production parity in Kubernetes.
Ravi Petrova
Flaky Test Root Causes in Non-Reproducible Environments
Most test flakiness stems from environmental variance, not defective test code.
Ravi Petrova