01 / The bottleneck
Ops agents fail silently: one model, one attempt, no memory of what worked last time.
02 / The insight
Reliability is an architecture: credential pools, provider fallback, audit trails, and memory that compounds.
03 / The build
The bench where provider fallback, auto-rotation, and two-layer memory patterns get proven before client deploys.
04 / The launch
Bench that feeds production. Its patterns run inside the 14-agent VPS setup.
05 / The outcome
Continuous uptime patterns with an audit trail for every decision.
06 / What I learned the hard way
Every silent failure is a missing sensor. Instrument first, optimize second.