Lockfile Strategies for Reproducible Builds Across Go and Rust Projects
Lockfile adoption varies wildly across ecosystems, but committing one is only half the battle.
Elise Cho
Senior Writer
Elise Cho
Elise Cho covers reproducible development environments, ci and production environment consistency and ai agent development environments for Build Stack Review.
12 stories
Canary Deployment Rollout Strategies in Kubernetes
Kubernetes needs extra tools to safely route traffic percentages to new versions.
Elise Cho
MCP Server Versioning and Environment Compatibility
Protocol and server versions must move as one locked unit in production.
Elise Cho
CI Pipeline Configuration for AI Agent Testing Workflows
Environment reproducibility must precede agent evaluation, or every test becomes noise.
Elise Cho
Tool Availability Contracts for MCP-Native Agent Workflows
Most agent failures stem from missing tools, not bad reasoning.
Elise Cho
Reproducible Environments for AI Coding Agents
Study reveals only 68% of agent-generated code runs without fixes in clean environments.
Elise Cho
Declarative Environment Definitions and Hermetic Builds
Declaring every dependency upfront is the only way to stop builds from drifting across machines.
Elise Cho
Measuring Developer Onboarding Time-to-Productivity
Leading indicators like setup time reveal onboarding friction before developers leave.
Elise Cho
SBOM Generation as a Required CI Pipeline Stage
Regulators now require SBOMs built into pipelines, not added after the fact.
Elise Cho
Eliminating Works-on-My-Machine Failures in CI Pipelines
Codify your environment to stop "works on my machine" failures.
Elise Cho
SLSA Framework Levels and What They Require in Practice
Organizations can now demonstrate their software was built securely and hasn't been tampered with.
Elise Cho
Dependency Pinning Strategies for Stable CI Pipelines
Lockfiles and hashes are necessary but insufficient without pinning your entire build environment.
Elise Cho