Each post explains what the problem was, how the model decides, and what it changed — and embeds a re-implementation of the core on synthetic data so you can run it. Twelve from CJ AI Center, seven from LG Uplus.
OCR with coordinates, retrieval over violation cases, an LLM judgment and an independent verifier. Precision 81.14% and recall 94.96% on 499 ad images; patent as lead inventor.
October 2026 · 8 min · live model in the browserParallel summary, evidence and question agents with a self-correcting verification layer.
QA-FactEval 83.45% · review time −50% GenAI · RAG · LangGraphReport-grounded answers, hybrid retrieval and workflow control for a commercial service.
launched commercially 2025-04 Logistics · Simulation · AgenticSKU allocation with affinity and knapsack DP; injection order by simulation and Tabu Search.
+20% productivity · deployed Manufacturing · Causal inferenceCausal discovery with process order as prior knowledge, and an in-silico simulator.
≈ USD 1.86M savings · 5 patents Logistics · OptimizationAssignment, routing and bottleneck waiting solved together under a zone → aisle → travel objective.
≈20% productivity in simulation Media · Integer programmingBusiness rules as constraints of one model, plus occupancy prediction.
30+ rules · ≈10% MAE Retail logistics · OptimizationStorage, sourcing and pooled safety stock decided together under capacity.
feasibility study Customer analytics · LLMAn LLM-built interest taxonomy, affinity, cohorts and personas across three businesses.
drove a data-platform investment Bio AI · Protein embeddings100M+ sequences into ~6M clusters, a vector store searched in 1–2 s, and a response model with biomarker candidates.
+15% over baseline · SITC 2024 Retail · Demand forecastingYear-round store × category forecasts and production recommendations for 300+ bakeries.
+5.7% revenue · licensed Business forecasting · SignalsDaily sales forecasts turned into a traffic-light signal for monthly target risk.
97.6% accuracy · ≈1 month ahead Causal inference · Time series · LG UplusTime-series causal discovery over ~400 indicators, then effect estimation with matching, weighting and the G-formula.
≈400 variables · churn gap vs leader narrowed Synthetic data · Privacy · LG UplusGAN, diffusion and copula generators under one privacy–utility QA report; certified-anonymous data provided through KISA.
certified anonymous · 3 datasets Experimentation · Statistics · LG UplusPlanned samples, randomization, intervals and p-values, Bayesian probability and bandits — for product teams.
controlled experiments, standardized Media analytics · Forecasting · LG UplusTitle totals with tree ensembles, trajectories with the Bass diffusion model, the market with Prophet.
three forecasts · acquisition & promotion Network analysis · LG UplusCalls, night-time location and accounts as one graph; Parallel Louvain, strong-tie households, IDs that last.
household view · bundles & family campaigns Customer value · Survival · LG UplusA Temporal Fusion Transformer for revenue, MTLR and Cox for retention, multiplied into long-term value.
future value replaces ARPU as the lens Customer analytics · Scoring · LG UplusEngagement defined against ARPU and churn; RFM levels by genetic-algorithm binning; least-squares service weights.
operational score & rank