MBMat Banikinmatbanik.hashnode.dev·Aug 15 · 9 min readAI Coding Agent Guardrails Beat Smarter ModelsA reviewer looked at my code and found a bug. One route returned a 500 error when it should have returned a 404. It reported the finding, clearly, with the file and the line. My agent fixed that route00
MBMat Banikinmatbanik.hashnode.dev·May 25 · 15 min readReset Windows Update: The Definitive MSP Guide to RWUManuel Gil's Windows Update reset script crossed half a million downloads before he archived it in March 2023. The Dev-C++ successor — Reset-Windows-Update-Tool, 513 stars on GitHub — followed it into00
MBMat Banikinmatbanik.hashnode.dev·May 20 · 12 min readYou Got Your Whole Genome Sequenced. Now What?You paid somewhere between \(300 and \)500 for whole genome sequencing. Maybe Nebula, maybe Dante, maybe one of the newer providers that keep undercutting each other. You got a folder. Inside that fol00
MBMat Banikinmatbanik.hashnode.dev·May 14 · 7 min readVetting AI as Productivity ToolPublished May 13, 2026 on matbanik.info I started building a platform with AI agents writing most of the code. Two different models. Eleven project phases. Over 1,500 tests. More than 200 features 00
MBMat Banikinmatbanik.hashnode.dev·Apr 16 · 8 min readRustDesk Server on Windows without DockerPublished April 14, 2026 on matbanik.info No Docker. No Pro license. Just two binaries and NSSM. What You're Building Two binaries — hbbs (ID/Rendezvous) and hbbr (Relay) — managed by NSSM as 00