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Agent SystemsEXPERIMENTexperiment · ops agents

Raven

Autonomous ops agent bench: memory, tools, and fallback.

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.