CAUSALITY ARCHITECTURE
August 26, 2026 • 9 min read
Feeding raw log dumps into generative LLMs produces high hallucination rates during cascading P0 outages. We examine why deterministic compiler AST diff parsing combined with in-kernel Linux socket telemetry is the only mathematically sound approach to production remediation.
INCIDENT BENCHMARKS
August 12, 2026 • 8 min read
An empirical analysis of 2,400 high-severity incidents across 64 enterprise Kubernetes environments reveals where human triage time is squandered—and how automated canary rollbacks eliminate 96.6% of customer-facing downtime.
BLAST RADIUS CONTROL
July 29, 2026 • 10 min read
How to safely automate cluster interventions without causing secondary service deadlocks. A deep dive into pre-flight Firecracker container validation and sub-second rate-limit adaptation in Envoy proxy meshes.