Engineering In The Age of AI Insights & Best Practices
Learn how to improve code quality, boost developer productivity, and build better software with AI-powered development workflows.
Best Practices
Code Review Nitpicks vs. Must-Fix Issues: How to Label Feedback Without Slowing Releases
Understand nitpicks vs. must-fix issues in code review, see examples of each, and learn how Propel Code classifies severity, enforces policies, and automates follow-up on optional feedback.
Best Practices
Blocking vs. Non-Blocking Code Review Comments: Definitions, Examples, and Automation
Understand blocking vs. non-blocking code review comments, when to use each, and how Propel Code automates classification, policy enforcement, and analytics to keep pull requests on track.
Best Practices
Code Review "FYI" Comments: When They Help and When They Hurt
Learn when FYI comments help in code review, when they introduce risk, and how Propel Code classifies severity, tracks acknowledgements, and turns patterns into review policies.
Best Practices
What Does LGTM Mean in Code Review? When to Comment (and When to Wait)
Discover the meaning of LGTM in code review, when to use it, common pitfalls, and how Propel Code’s AI review policies stop premature approvals.
Best Practices
How Tech Leaders Measure and Reduce Technical Debt in 2025 (With Real-World Examples and Proven Metrics)
Learn how engineering leaders in 2025 measure, identify, and reduce technical debt using modern metrics, agile practices, and AI-powered code review.
AI Development
Why Tinker's Fine-Tuning Platform Matters for Engineering Teams
Learn how Thinking Machines' Tinker API streamlines fine-tuning with LoRA, distributed training, and evaluation guidance so engineering teams ship specialized LLMs safely.
Best Practices
AI Tools for Engineers (2025): How to Choose the Right AI Tool for Engineering Teams
Practical 2025 guide to AI tools for engineers with categories, evaluation criteria, recommended stacks, rollout steps, and ROI modeling for engineering teams.
Bug Leaderboard
Propel Bug Leaderboard: September 2025
Track the most impactful bugs across languages with a curated leaderboard sourced from Propel's code scanning and PR review intelligence.
Best Practices
What Does "Nit" Mean in Code Review? Definition, Examples, Etiquette
In code review, “nit” marks optional polish, not blockers. See the definition, examples, etiquette, and how to reduce nit noise with automation.