Redundancy

When ToR Instability Collapses Cross-Rack Redundancy Without Breaching SLA

• This article examines a two-rack deployment where ToR instability quietly collapsed redundancy while SLA metrics remained within bounds, revealing how service-level monitoring ca

Beyond single-channel agentic benchmarking

• Current AI safety benchmarks assess agents in isolation, ignoring human‑AI interaction dynamics. • Single‑channel evaluation misrepresents operational safety, unlike redundancy‑b