Optimization · COINCOINCIDENCE Algorithm laboratories
Revisit a family of permutation-learning algorithms through Knight’s Tour, Flow Shop, TSPTW, Sudoku, RNA and Linear Ordering experiments.
Choose an experiment →AI RESEARCHER · EDUCATOR · BUILDER · THINKER
Connecting algorithms, artificial intelligence, data, networks and human-centered design—turning earlier research into reproducible software, live laboratories and material that students can inspect.

LIVE RESEARCH · TEACHING BY BUILDING
These are functioning laboratories rather than placeholder cards. Each page combines an executable system, experimental controls, interpretation and the research story behind it.
Optimization · COINRevisit a family of permutation-learning algorithms through Knight’s Tour, Flow Shop, TSPTW, Sudoku, RNA and Linear Ordering experiments.
Choose an experiment →Compare Relative Order SEquencer variants with COIN, EHBSA, NHBSA and evolutionary baselines under identical evaluators and budgets.
Open Flow Shop benchmark →A Thai-fiction intelligence laboratory that follows genre signals across chapters and demonstrates incremental Learn and reversible Unlearn events.
Read stories with Genre DNA →An online-learning evolution of a student MBTI psychographic project: Predict, Learn, Unlearn, Restore and Relabel through an auditable event model.
Open the MBTI laboratory →A recovered six-reaction Thai NLP model extended with human-confirmed online learning and exact reversible evidence.
Open the admission laboratory →ONE BODY OF WORK
Delphi-era ideas migrated into reusable Python/Numba libraries, APIs and reproducible experiments.
CS × AI × DataAlgorithms become games and laboratories; probability, databases, networks and web programming meet in capstone systems.
Lab → fieldComputer vision, bioinformatics, optimization and responsible analytics designed for research, teaching and future deployment.