AI Engineering Is Reliability Engineering for Probabilistic Systems
An LLM demo can be built in an afternoon. A system that uses an LLM safely, economically and repeatedly under production traffic is a different discipline.
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An LLM demo can be built in an afternoon. A system that uses an LLM safely, economically and repeatedly under production traffic is a different discipline.
Kernel-level signals, safer components and tighter feedback loops help teams understand performance without drowning in telemetry.
Rust keeps expanding in systems and GPU work while recent attacks show that memory safety is only one layer of security.
The competitive edge is shifting from raw model size to disciplined systems that combine reasoning, tools, data and human judgment.
The best architecture is not the most distributed. It is the one that lets teams change important parts safely and recover quickly.