The Craftsman's Exoskeleton: AI as a Mechanical Amplifier, Not an Oracle

A raw retrospective after six years of systems engineering and LLM evolution: why treating AI as an oracle incurs an exponential ‘oracle tax’, and how the systems craftsman uses AI not as an end in itself, but as a grounded exploration lever guided by first principles.

September 19, 2026 · 30 min