Self-taught from first principles. Background in distributed protocols, cryptography, and coding theory. Built Dendrite — lattice training, 8-pass detection, benchmark infrastructure, live deployment — solo in Go with zero external ML dependencies. The detector emerged from direct engagement with environments where distinguishing coherent structure from the projection of coherence was a matter of survival, not theory.