📢 แจ้งเตือน: tag/codereview - ประเด็นร้อน

Level UI • 1 day • in Articles • 9 min read

An MCP server is not a new API. It is a thin layer over the one you already have

Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...

9 Reactions 7 Comments

eraydiler • Oct 6 • in Articles • 10 min read

Automated PR Reviews with Cline and NVIDIA NIM APIs

AI has been evolving at a breakneck pace ever since the first consumer-facing products landed. I've been updating my personal development workflow since day one, keeping my tools and habits aligned with each new wave of progress. Over time I've work...

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Manohari • Sep 4 • in Articles • 13 min read

C# API CRUD Done Wrong, Then Done Right: A Complete Bad-Practices-vs-Best-Practices Walkthrough

Most bad-code examples in tutorials are contrived - obviously wrong in a way real code never actually looks. This post takes a different approach: a complete, realistic Product CRUD API, built with thirteen anti-patterns that genuinely show up in cod...

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Jeel Vankhede • Jul 10 • in Articles • 4 min read

Open the PR your reviewer has not met yet

I got a PR to review recently. Large diff, AI-assisted, touching a module three other features depended on. The description was one sentence. It named the file, not the reason. I spent fifteen minutes just mapping the change before I could start rev...

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Jeel Vankhede • Jul 10 • in Articles • 8 min read

Review the code that does not exist yet

I have reviewed code for years, and for most of that time the habit was simple. Open the diff. Read every line. Find what is wrong. It worked, and it worked for a boring reason: the diffs were small because writing code by hand is slow. The diffs ar...

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Flamehaven • Jun 26 • in Articles • 15 min read

We Read a French Health-Tech Giant's Open-Source AI Pipeline Next to Its Paper. And...

When a Health-AI Release Becomes a Governance Surface !2https://coderlegion.com/?qa=blob&qablobid=6341999130821584442 Biotech and health-AI didn't slow down in 2026. By June, the Flamehaven team's tracking of disclosed biotechnology equity rounds...

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Doug Niccum • Jun 12 • in Articles • 10 min read

Staying vigilant in the AI coding gold rush: from generation to delivery

Being developers and managers with boots on the ground, we owe it to our customers and users to be the voice of reason and stability when deploying AI-generated assets. Despite what is being asked of us from leadership. For those who haven't worked ...

3 Reactions 1 Comments

Flamehaven • Jun 12 • in Articles • 10 min read

Beyond M15: Why STEM BIO-AI Started Acting More Like a Governance Report in v1.8.x

Not just a new framework, but a clearer answer to what the score means, why the report exists, and how the artifact should be read. The real change in v1.8.0 through v1.8.4 was not that STEM BIO-AI cited one more framework. The real change was th...

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Simphiwe • Jun 9 • in Articles • 9 min read

CodeRef - Smart Java Analyzer with ML Engine

How a Single IntelliJ Plugin Cut Our Code Review Rework by 60% — A 6-Month Honest Review !Image descriptionhttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/czkp7gn62vpkuuqdxjuz.png Developer's IntelliJ IDEA workspace with CodeRef's analysi...

4 Reactions 1 Comments

Tom Smithverified • Apr 30 • in Articles • 4 min read

Developers Trust AI Code. They Also Don't Trust It. Both Are True.

A new report from Qodo puts some hard numbers behind something most developers already feel: AI coding tools are moving faster than the systems built to catch their mistakes. The report, based on a Censuswide survey of 500 U.S. IT engineers and en...

1 Reactions 0 Comments

istvan-dobrenteiverified • Apr 27 • in Articles • 2 min read

Open Source Is Not Enough: Why AI Code Review Tools Still Lack Transparency

Introduction AI code review is becoming part of everyday development. These tools promise fast feedback, better suggestions, and the ability to catch problems before code is even committed. This feels like a natural step forward. We moved from manu...

6 Reactions 2 Comments

Raj Kundalia • Apr 26 • in Tutorials • 4 min read

How I Review PRs with AI — Without Losing My Own Judgment

> Originally published on Medium: > https://medium.com/@rajkundalia/how-i-review-prs-with-ai-without-losing-my-own-judgment-f930ad30dc60https://medium.com/@rajkundalia/how-i-review-prs-with-ai-without-losing-my-own-judgment-f930ad30dc60 Over the la...

6 Reactions 6 Comments

Flamehaven • Apr 24 • in Articles • 11 min read

The Sheepwave Has a New Shape: OpenMythos and the Rise of Architecture Hype

> This time, the wave is not about agents that act. > It is about architectures that appear to think. The Story Arrived Before the Code !https://coderlegion.com/?qa=blob&qablobid=3918576626511044449 A young AI genius. A reconstructed Claude Mythos...

3 Reactions 1 Comments

istvan-dobrenteiverified • Apr 20 • in Articles • 3 min read

AI Reviews Your Code. But Who Reviews the AI?

We are starting to trust AI with one of the most important parts of software development: code review. At first, this feels like a natural step. AI writes code, so it can also review it. It is faster, it removes bottlenecks, and it feels consistent....

8 Reactions 5 Comments

Gavin Cettolo • Apr 8 • in Articles • 4 min read

Code Reviews Without Drama: How Great Teams Give Feedback That Actually Helps

A few years ago, I left a code review feeling… weird. The code worked. Tests were passing. But the comments? > “This is wrong” > > “Bad approach” > > “Rewrite this” No explanation. No context. Just judgment. Nothing was technically incorrect....

26 Reactions 10 Comments

Jaideep Parashar • Dec 30, 2025 • in Articles • 4 min read

AI Code Review: A Practical Checklist That Actually Catches Bugs

As the Founder of ReThynk AI, I don’t use AI code review to “approve faster.” I use it to catch what humans miss when they’re tired, rushed, or too close to the code. But only if I use a checklist that forces real scrutiny, not shallow comments lik...

9 Reactions 5 Comments

rm0santos • Dec 26, 2025 • in Articles • 6 min read

Code Reviewing the Robot: Why Senior Devs Must Become AI Editors

Key Takeaways The Infinite Intern Problem: AI optimizes for speed and syntax, while Senior Engineers must optimize for system longevity and context. Treat AI as a hyper-productive intern who needs constant supervision. Adopt a "Zero Trust" Policy...

5 Reactions 1 Comments

Tom Smithverified • Nov 23, 2025 • in Articles • 4 min read

AI writes more code in minutes than you review in days—and that's becoming a problem.

Graphite's New PR Page Tackles the Problem Nobody's Talking About AI is writing more code. Everyone knows this. But here's what people aren't thinking about: if AI writes 4x more code, someone still has to review, test, merge, and deploy all of it...

4 Reactions 2 Comments

Tom Smithverified • Jul 6, 2025 • in Articles • 4 min read

AI makes writing code faster, reviewing it safely just became your biggest development bottleneck

How Graphite Solves the AI Code Review Bottleneck That's Slowing Down Development Teams AI has fundamentally changed how we write code, but it's created an unexpected problem: the faster we generate code, the bigger our review bottleneck becomes. M...

6 Reactions 2 Comments

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