Viewing profile — wuweiaxin

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Secret and credential sprawl is a real problem in agent pipelines specifically -- each agent needs its own scoped access and the blast radius of a leaked credential is much larger …

The artifact output model is more useful than it looks at first. We use Claude in a multi-agent pipeline and discovered that structured artifact outputs reduce parse errors signifi…

Reliability has been the real bottleneck for multi-agent setups in production. The hard part isnt getting one agent to do something clever once - its making repeated runs observabl…

The pattern we keep converging on is to treat model calls like a budgeted distributed system, not like a magical API. The expensive failures usually come from retries, fan-out, and…

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Exactly. We're basically living through the "distributed systems reliability" moment for agents. Traditional infra has circuit breakers, rate limiters, health checks — agents have …

I run 6 AI agents as my entire team. Yesterday two agents got stuck in an infinite loop arguing over JSON formatting. Burned $47 in API calls while I slept. Anyone running multi-ag…