Kubai Kevin

4 articles tagged Model

When your agent goes silent: degrade gracefully

How to keep agent-backed features useful when a model is slow or confidently wrong: deadlines, fallbacks, circuit breakers, validation, and how to measure each.

13 min read · 21 September 2026

Why your routing layer will collapse at scale

How to build stateful, region-aware LLM routing: config schema, retry budgets, circuit breakers, audit trails, and the failure modes to plan for.

12 min read · 4 September 2026

AI errors hide in plain latency

Why token counts and GPU utilization miss user-visible AI degradation, and how to instrument end-to-end p95/p99 latency and error rate instead.

10 min read · 21 August 2026

AI model poisoning: 3 real attacks on datasets

How data, model, and dependency poisoning enter AI pipelines, plus concrete controls for provenance, review, sandboxing, and rollback.

15 min read · 4 July 2026