Engineering practices, grounded in runtime context
Expert articles, best practices, and product updates
- All
- AI Debugging
- Best Practices
- Dev Tools
- Developer Observability
- FinOps
- Inside Lightrun
- Market News
- Product Updates
- Solutions
- Tutorials
- Uncategorized
SDLC Phases and the Reliability Gap AI Can’t Close
Decisions in each SDLC phase from planning to design, development, testing, deployment, and maintenance are...
Best PR Review Tools for AI-Generated Code (2026)
Most PR review tools answer one question: does this code look correct? They scan the diff, flag known patterns, catch security violations, and post inline comments before merge,...
Deterministic vs Probabilistic AI Engineering Explained
Deterministic processes carry one guarantee: the same input will produce the same output. That guarantee...
How AI Agents Are Changing Each Agile SDLC Phase
The Agile software development lifecycle was designed to surface problems early, with short sprints, iterative testing, and continuous integration built on the premise that faster feedback loops produce...
Why Observability Isn’t Enough for AI Coding Agents
Observability platforms collect pre-instrumented logs, metrics, and distributed traces to monitor production systems and surface...
Runtime Aware PR Review: Validate Changes in Live Production
Runtime PR review means validating a code change against live variable state, real execution paths,...