Blog
Insights, tutorials, and engineering perspectives on AI-powered code review, self-hosting, and developer productivity.
5 Real-World Use Cases Where Merlin AI Code Review Saves Engineering Teams Hours Every Week
From fintech compliance to polyglot monorepos — five concrete ways engineering teams are using Merlin AI Code Review to ship faster with fewer bugs.
Ship Better Code in 5 Minutes with Merlin AI Code Review
A step-by-step tutorial to get Merlin AI Code Review running on your GitHub or GitLab repository in under 5 minutes — no server required.
Self-Hosted AI vs Cloud: Why Privacy Matters in Code Review
Data sovereignty, compliance requirements, and BYOK — why self-hosted AI code review with Merlin AI Code Review is the right choice for security-conscious teams.
Why AI Code Review Transforms Engineering Teams
How Merlin AI Code Review boosts productivity, enforces consistency, and accelerates knowledge transfer across your entire engineering org.
How to Cut PR Review Time by 60% with AI
Practical strategies engineering teams use to dramatically reduce pull request cycle time using Merlin AI Code Review — without sacrificing quality.
How AI Code Review Catches Security Vulnerabilities Before Production
Learn how Merlin AI Code Review detects OWASP top-10 vulnerabilities, secrets, SQL injection, and XSS in every pull request — before code ships.
Code Review Best Practices for High-Velocity Engineering Teams
The code review practices that high-performing engineering teams use — and how Merlin AI Code Review automates the mechanical parts so humans can focus on what matters.
BYOK AI Explained: Why Bringing Your Own Key Matters for Code Review
What BYOK (Bring Your Own Key) means in practice, why it matters for data privacy in AI code review, and how Merlin AI Code Review implements it across all supported AI providers.
How RAG Makes AI Code Review 10x More Accurate
Retrieval-Augmented Generation (RAG) gives Merlin AI Code Review deep knowledge of your specific codebase, dramatically improving review relevance and reducing false positives.
Complete Guide to AI Code Review in GitHub Actions
Step-by-step guide to integrating Merlin AI Code Review into GitHub Actions — from basic setup to advanced multi-job workflows with security scanning and bot mode.
AI Code Review for GitLab CI: Cloud and Self-Hosted
How to set up Merlin AI Code Review in GitLab CI pipelines — works with GitLab.com, self-hosted GitLab, and GitLab with private runners.
Using AI Code Review to Stop Technical Debt Before It Starts
Technical debt accumulates one PR at a time. Here's how Merlin AI Code Review catches debt-creating patterns at review time — before they compound into a refactoring crisis.
100% Private Code Review: Merlin AI Code Review + Ollama with Zero Data Egress
Run Merlin AI Code Review entirely on-premises using Ollama for local inference. No data leaves your network — not even the diff. Complete setup guide.
Accelerate Developer Onboarding with AI Code Review
How Merlin AI Code Review shortens the ramp time for new engineers by providing instant, educational feedback and codebase-aware guidance on every PR.
Why Open Source Projects Need Automated AI Code Review
High PR volume, volunteer reviewers, and contributor diversity make open-source projects ideal candidates for AI code review with Merlin AI Code Review.
Integrating AI Code Review into Your CI/CD Pipeline
How to weave Merlin AI Code Review into your existing CI/CD pipeline — from PR triggers to deployment gates — without adding complexity or latency.
Async Code Review: How AI Bridges Time Zone Gaps for Remote Teams
Remote engineering teams lose hours to time zone-gated review cycles. Merlin AI Code Review breaks the serialization with instant, timezone-agnostic feedback on every PR.
Why Merlin AI Code Review Is Written in Rust
The engineering decisions behind Merlin AI Code Review's Rust implementation — performance, memory safety, single-binary distribution, and why it matters for a code review tool.
Why Startups Should Automate Code Review from Day One
Startups that skip code review pay for it later. Here's why setting up Merlin AI Code Review on day one is the highest-ROI engineering investment a startup can make.
AI Code Review vs Linters: What's the Difference and Do You Need Both?
Linters and AI code review serve different purposes. Here's what each catches, where they overlap, and why Merlin AI Code Review and your linter are complementary — not competing.
Deep Dive: Merlin AI Code Review's 19 Slash Commands and When to Use Each
A comprehensive guide to all 19 Merlin AI Code Review slash commands — what each does, when to trigger it, and real-world usage patterns from engineering teams.
Using Merlin AI Code Review with AWS Bedrock
How to configure Merlin AI Code Review to use AWS Bedrock for inference — ideal for teams already on AWS who want AI code review inside their existing cloud perimeter.