I stopped trusting USB C dock power ratings after testing them against my laptop
Docks rarely stacked up.
We haven't written up this one. XDA Developers has the full story — the link below goes straight to it.
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We put 7 frontier models on call for 100 real Kubernetes incidents. The best fixed 79.
TL;DR: Tymfi Labs is a benchmark for AI SRE agents. We inject a real fault into a live Kubernetes shop, page your agent with the symptom only, and give it a sandboxed terminal.
- Tymfi Labs evaluated seven frontier models on 100 simulated Kubernetes incidents
- Best model fixed 79% of issues in simulated Kubernetes incidents
- Best model failed to fix 20% of incidents in simulated Kubernetes incidents
Your XLSX validation rule exists. Does it actually reject bad input?
A spreadsheet can pass a formula-preservation check and still fail its user. I hit that distinction while adding input validation to a profit tracker.
- Validation rule designed for whole numbers 2000-2100 in cell B1
- Test with disposable spreadsheet copy conducted
- Invalid text entered, error message appeared but effectiveness unclear