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cs.AI2026
Inheritance as an Admission Test for LLM Prompt Merge Operators
Zan-Kai Chong, Hiroyuki Ohsaki, Bryan Ng
Large language model (LLM) agents are often improved by iterating until a fixed verifier is done. Once that verifier saturates, the loop has nothing left to climb. We instead score…
cs.AI2026
Compiling Deterministic Structure into SLM Harnesses
Zan Kai Chong, Hiroyuki Ohsaki, Bryan Ng
Enterprise SLM deployment faces epistemic asymmetry: small models cannot self-correct reasoning errors, while frontier LLMs incur prohibitive costs and data sovereignty risks at sc…