> Markdown version of [/playlists/code-review](https://www.wearedevelopers.com/playlists/code-review). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Playlist: Code review 13 videos · 15 moments · 45.4 minutes ## Evaluating AI models for code comprehension - **Scaling code review in the era of generated code** (00:04, 4min) — The rapid increase in code generation necessitates an improved outer loop for comprehensive testing and deployment. [Learn more](https://www.wearedevelopers.com/videos/1462-evaluating-ai-models-for-code-comprehension) ## Measuring the Wrong Things Faster Than Ever - **Addressing code review surrender and process exploitation** (14:55, 3min) — A massive influx of generated modifications leads to capacity failures and trust erosion during decentralized review processes. [Learn more](https://www.wearedevelopers.com/videos/100317-measuring-the-wrong-things-faster-than-ever) ## Build a CI/CD pipeline to automate code reviews and ensure code quality - **The purpose and benefits of manual code reviews** (01:41, 2min) — Code reviews ensure functional requirements are met, prevent security vulnerabilities, and enforce coding standards for easier maintenance. - **Submitting pull requests to trigger automated code annotations** (14:38, 5min) — Pushing flawed code to a branch surfaces automated inline comments that highlight non-specific exceptions and unreachable logic. [Learn more](https://www.wearedevelopers.com/videos/349-build-a-ci-cd-pipeline-to-automate-code-reviews-and-ensure-code-quality) ## RPA crash course for .Net developers – intro into the world of RPA from the perspective of a .Net developer - **Code reviews and establishing dedicated developer teams** (101:52, 6min) — Integrating version control repositories streamlines code reviews while defining clear operational boundaries across deployment squads. [Learn more](https://www.wearedevelopers.com/videos/271-rpa-crash-course-for-net-developers-intro-into-the-world-of-rpa-from-the-perspective-of-a-net-developer) ## Identifying code smells - **Tackling code smells during routine peer code reviews** (26:05, 0min) — Integrating code smell identification directly into development workflows ensures persistent adherence to clean architecture principles. [Learn more](https://www.wearedevelopers.com/videos/1047-identifying-code-smells) ## Code Style in Practice: Balancing Preferences and Consistency - **Conducting code reviews with objectivity and curiosity** (05:50, 1min) — Separating objective architectural concerns from personal style choices creates a healthier and more productive code review process. [Learn more](https://www.wearedevelopers.com/videos/100050-code-style-in-practice-balancing-preferences-and-consistency) ## Enabling automated 1-click customer deployments with built-in quality and security - **Enforcing trunk-based development with automated code review checks** (27:38, 7min) — Integrating stop-and-fix thresholds to prevent insecure or poor-quality code from entering the main branch. [Learn more](https://www.wearedevelopers.com/videos/83-enabling-automated-1-click-customer-deployments-with-built-in-quality-and-security) ## The Hidden Cost of AI Coding: Technical Debt You Can’t See - **Code review blind spots in generated pull requests** (24:29, 1min) — Reviewers often scrutinize visually clean AI-generated code less strictly than human-authored logic, letting subtle errors slip into production. [Learn more](https://www.wearedevelopers.com/videos/100304-the-hidden-cost-of-ai-coding-technical-debt-you-can-t-see) ## Startup Presentation: Sourcery - Automatically Review Code - **The hidden costs of delayed peer code reviews** (00:00, 0min) — Waiting days for peer feedback disrupts developer flow and significantly slows down overall team progress. - **Using Sourcery to automate pull request code reviews** (00:56, 1min) — Combining static analysis and large language models provides immediate line-by-line feedback and actionable suggestions on pull requests. [Learn more](https://www.wearedevelopers.com/videos/1178-startup-presentation-sourcery-automatically-review-code) ## Meta Harnesses: What the JS Framework Wars Teach Us About What Is Next for AI Agents - **Replacing traditional code reviews with interactive agents** (23:48, 1min) — Discussing architecture directly with the agent that produced the code provides deeper context than scanning massive diffs. [Learn more](https://www.wearedevelopers.com/videos/100353-meta-harnesses-what-the-js-framework-wars-teach-us-about-what-is-next-for-ai-agents) ## Real-World Security for Busy Developers - **Filtering AI code generations and automating pull request reviews** (12:45, 4min) — Utilizing AI coding assistants equipped with vulnerability filtering and pre-commit review capabilities catches architectural risks prior to code s... [Learn more](https://www.wearedevelopers.com/videos/1545-real-world-security-for-busy-developers) ## How to add test automation to your project: The good, the bad, and the ugly - **Accounting for test maintenance and enforcing code reviews** (17:28, 2min) — Allocating explicit effort for fixing technical debt and peer reviewing test scripts prevents automated suites from rotting. [Learn more](https://www.wearedevelopers.com/videos/1668-how-to-add-test-automation-to-your-project-the-good-the-bad-and-the-ugly) ## Practical tips for keeping your C# code base clean - **Clarifying code review expectations with emoji indicators** (21:25, 1min) — Prefixing code review comments with specific emojis clarifies whether feedback is a strict requirement, a suggestion, or a minor nitpick. [Learn more](https://www.wearedevelopers.com/videos/100149-practical-tips-for-keeping-your-c-code-base-clean)