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.
Tools
Free AI Code Generators That Are Worth Using in 2025
Learn which free AI code generators matter in 2025, what their limits are, how to keep output safe, and where Google Antigravity fits for design and research context.
Best Practices
AI Coding Assistants: Complete 2025 Guide for Engineering Teams
See how to select and roll out AI coding assistants in 2025, covering PR review, refactoring, testing, governance, KPIs, and research assistants like Antigravity.
Tools
Best AI for Writing Code in 2025: Pick the Right Assistant
Find the best AI for writing code in 2025 by language and workflow, with recommendations for frontend, backend, data teams, and research helpers like Antigravity.
Best Practices
How to Measure Technical Debt: Metrics, Methods, and Ratios
Learn how to measure technical debt using a practical debt ratio, qualitative review inputs, backlog analysis, and automation that keeps engineering and finance aligned.
Productivity
Developer Productivity at 100+ Engineers: What Actually Matters
Discover how Tony Dong measures developer productivity at 100+ engineers by focusing on time to first PR, median time to merge, PR composition, and a hands-on leadership habit.
Best Practices
Best GitHub Code Review Platforms (2026 Snapshot)
Explore the best GitHub code review platforms available in 2026, including Propel Code, GitHub Advanced Security, Code Climate Velocity, LinearB, and LaunchDarkly Workflows.
Best Practices
Open Source Automated Code Review Tools: 2026 Buyer's Guide
Evaluate the best open-source automated code review tools in 2026 and learn how Propel Code augments them with a multi-model frontier AI layer, policy automation, and analytics.
Best Practices
What Does "Ship It" Mean in Code Review? Definitions, Risks, and Guardrails
Learn what Ship It means in code review, when to use it, how to document severity language, and how Propel Code enforces approvals without slowing delivery.
AI Code Review
How to Solve AI Tech Debt
Learn how to direct human review toward data models, production behavior, and future extensibility while codifying living standards and shifting review left into the plan doc.