Ravi Petrova

Shell profile initialization differs between M1 and WSL2, breaking shared development environments.

Dual lockfiles ensure MCP servers run with identical dependencies and capabilities across machines.

Selective testing and merge queues keep trunk-based development fast enough for monorepos to work.

Coordinated attackers now automate typosquatting to steal CI secrets at scale.

Platform teams need drift control, reproducibility, and developer empowerment before picking a tool.

Gating deploys on manifest validation catches configuration errors before production breaks.

Most CVE risk hides in transitive dependencies that traditional scanners never see.

Platform Engineering builds for developers; SRE keeps production reliable for users.

Environment consistency compounds failures faster than orchestration design can fix them.

Treat agent runtimes with the reproducibility discipline applied to production code.

Containers alone won't protect against AI-generated code escaping to the host.

Declarative controls layered over containers stop agents from abusing filesystems and networks.

Hermetic builds eliminate hidden dependencies that silently break CI pipelines.

Machine-executable specs in version control beat human-readable instructions every time.

Untracked configuration changes create permanent security gaps that audits never catch.

Three mechanisms of configuration drift undermine Kubernetes environment parity silently.

Environmental variance, not test code, causes half of modern flaky tests.

Environment drift and supply chain attacks create silent failures that put AI agents at risk.

LLMs lose control over tool execution when untrusted data flows through autonomous agent pipelines.