engineering
6 min read
The Overnight Feedback Loop: How Our AI Improves Itself While We Sleep
How Rohlik's Maia team turned customer conversations into overnight merge requests, with humans only at the approval gate.
Lukas Honke
Latest Posts
supportHow AI Runs Our War Rooms
When a P1 hits, an AI agent is already reviewing deployments, scanning logs, and opening a war room before the first human joins. Here's how we built an incident management system where agents do the heavy lifting — from detection to post-mortem.
- engineering
The Overnight Feedback Loop: How Our AI Improves Itself While We Sleep
How Rohlik's Maia team turned customer conversations into overnight merge requests, with humans only at the approval gate.
6 minLukas Honke 
engineeringShow and Tell #1: My AI-Driven Engineering Workflow
First in our Show and Tell series — engineers sharing what actually works. Michal Vlcek on how he stopped writing code and started managing a team of AI agents, shipping more than ever before.
devopsThreads Monitoring: MySQL Deep Observability for Cloud SQL
CloudSQL for MySQL gives you CPU graphs and connection counts. When something goes wrong you need to know which exact query ran for 3 seconds at 14:07:43, which user triggered it, and which threads were competing for locks. Threads Monitoring captures every query from performance_schema as it executes, with no agents and no schema changes, and produces two self-contained HTML reports for immediate investigation.
- engineering
Taming JVM Memory on JDK 25 — Part 1: The Serial GC Trap in Small Containers
A two-part series on the JVM defaults that quietly hurt you in Kubernetes. Part 1 covers GC ergonomics, the JDK 25 Serial GC behaviour change, and why your small containers are silently picking the wrong collector.
- engineering
Taming JVM Memory on JDK 25 — Part 2: OOMs While the Heap Is Flat
Part 1 fixed the collector and sized the heap. This part covers what happens next — native memory leaks from glibc arenas, RSS vs heap diagnosis, and the fixes that actually work.
