Viewing profile — crosslayer

+1 to treating LLM output as untrusted input. The failure mode I keep seeing isn’t hallucination per se… it’s blurred responsibility between intent and execution. Once a model can …

A pattern I’ve seen bite systems like this isn’t compute or storage first… it’s semantic drift in metric definitions over time. When you have ~1,200 deterministic metrics sharing p…

One thing that worries me about the “everything becomes an agent” framing is that it collapses coordination cost into abstraction. In real systems once everything is agentized, the…

One thing that stood out to me is that many of the reported gains from coordination seem highly task topology dependent rather than agent count dependent. In particular, the error …

A lot of these answers are still treating this as a permissions problem. The deeper issue is that once an agent is allowed to express intent directly against a live system, you’re …