Architect PARK JUN WOO
Opinion
Why societies clash — and how we might fight less.
AI Sycophancy Bias Is a Business Feature
LLM sycophancy is not a bug. It is a mathematical inevitability of RLHF and a commercial feature that big tech has no incentive to fix. This is why LLM-as-Judge is structurally impossible.
Tech
Technology ideas for solving real problems.
Ratchet Code That Exploits IFEval
LLM sycophancy bias is not a bug but an asset. Combine the instruction-following ability that IFEval measures with deterministic feedback, and even a 4.5B local model produces a convergence loop that generates correct code.
Writing
Serialized novels.
DABEL5
One continuous engineering narrative toward a Kardashev Type 1 civilization.