ZZyVOPinblog.zyvop.com·16h ago · 6 min readAI Wrote the Code. Now Nobody Understands It.I keep hearing the same worry about AI-written code: it's sloppy, it's bloated, it'll rot the codebase. Sometimes that's true. But when I look at where teams actually get stuck, it's rarely the code i00
KKhaskyinkhasky.hashnode.dev·1d ago · 5 min readRejudge Replaces Self-Review With 3 Independent Models and a JudgeI have a hard time trusting an AI coding agent to review code it just wrote. The model already made the decision that the implementation was good enough to produce. Then we ask it to inspect that same00
KKhaskyinkhasky.hashnode.dev·Sep 23 · 8 min readInside 80 Pull Request Templates From Popular Open Source ProjectsA pull request template can ask for very little, and most of 80 well-known open source repositories do exactly that. I fetched every template straight from the GitHub, and the shape that turns up most00
PMParsa Mohammadiintomosu.hashnode.dev·Sep 23 · 3 min readWhat Is AI Observability? A Definition for EngineersAI observability is the practice of tracking what an AI system did and why. That means looking beyond uptime and request latency and capturing things such as prompts, model responses, retrieved contex00
PMParsa Mohammadiintomosu.hashnode.dev·Sep 18 · 1 min readYour AI-Assisted PRs Are 2.5x Bigger. Nobody Adjusted the Review Process.LinearB looked at 8.1 million pull requests across 4,800 teams. PRs written with AI assistance sit at over 400 lines at the 75th percentile. Without AI assistance, that number is 157. The code got wri00
QLQuokka Labsinquokkalabs.hashnode.dev·Sep 16 · 7 min readCI/CD Security for AI-Generated Code: Provenance, Risk Scoring & ReviewOn September 1, 2026, GitHub put Copilot pull-request approvals into public preview, making a difficult question unavoidable: should AI-generated code ever be approved by another AI? The answer is not00
JSJayesh Sojitrainjayesh-sojitra.hashnode.dev·Sep 12 · 4 min read What I Actually Look for in a Frontend Code ReviewStyle issues are the easiest thing to comment on in a code review, and usually the least valuable — a linter should be catching those automatically, not a human reviewer's attention. Here's what I act00
JJebitokinsharonjebitok.com·Sep 11 · 1 min readAI & Automation in Detection Engineering (T)Link to the challenge on TryHackMe: AI & Automation in Detection Engineering. In most engineering teams at the moment, code review for merge requests has changed a lot due to the integration of AI int00
TTThomas Tartrauinthomastartrau.hashnode.dev·Sep 11 · 6 min readAutomated code review with CodeRiftCode review is the bottleneck of most teams. The merge request is open, the author waits, the reviewer is busy with something else. When the review finally comes, it's often superficial: a quick glanc00
GCGunjit Choprainrivendesk.hashnode.dev·Sep 10 · 3 min readWhat to verify after an AI agent says tests passGreen CI from an agent is not a merge signal. It is a claim: "I ran something and it exited zero." Your job is to check whether that claim covers the bug, the intent, and the failure modes you care ab00
