Real findings from real engineering stacks. Every system produces signals — the hard part is knowing whether they describe reality. Here's what CodeMinder sees when it looks.
We found nearly two-thirds of a customer's application logs were pure noise — before we touched crash reports, customer issues, or any other data source. Here's what was hiding underneath.
The signal had been building for days. No alert fired. The roadmap kept moving. This is what a silent choke looks like — and what Ground Truth would have done.
AWS keys. In plaintext. In application logs. Four times in a single day. No external attacker required. Your stack can expose you from within — invisibly.
An endpoint answered the same dead question 1,000+ times a week — and every tool called it healthy. Here's what it was actually doing.
12,759 suspicious requests. More than half were stopped at the edge. The rest reached the live app and failed only because the paths they probed didn't exist — this time.
A background job ran green for weeks while the operation behind it did nothing. The upstream errors were in the logs the whole time. Nothing connected them to the word "success."
Every post here is a real finding from a real engineering stack. Ask Alex how any of them would show up in yours — or what CodeMinder would likely find if you pointed it at your logs.