Min‐Gi Kim

Structure-Survival Tool-Space Compression: Causal Repair of Hard Dependency Injection in Tool Retrieval

This work investigates structure-survival tool-space compression for tool retrieval and analyzes a failure mode caused by hard dependency injection. Across 5,114 held-out TaskBench tasks from three domains and four retrieval budgets, hard dependency insertion systematically degra...

Provenance-Constrained Reconstruction of Multi-Generation Lithium-Ion Battery Aging Experiments: From Intervention Outcomes to Collapse-Precursor Hypotheses

This study presents a provenance-constrained reconstruction of a multi-generation series of computational lithium-ion battery-aging experiments performed using publicly available NASA battery-aging data. The reconstructed research history contains distinct experimental generation...

Population Identity Preservation Prevents False Aggregation in Reanalysis of BACE1-Inhibitor Trials in Alzheimer's Disease

This preprint presents a reproducible failure-forensics study of public EPOCH and APECS verubecestat trial evidence. The study examines how population identity loss, over-compression, over-splitting, and context leakage can create false aggregation or block valid comparisons duri...