[ Research Archive ]

Research Notes

Paper implementations, system experiments, project showcases, and applied AI breakdowns.

The Repeat Button Knows Something About You

A personal essay on how tiny habits, like repeating a song, can reveal hidden feelings, unconscious patterns, and the parts of ourselves we do not always notice.

June 2026/12 min read

PsychologyJungian PsychologyMusicSelf-ObservationModern RitualsCarl JungThe UnconsciousShadowPersonaComplexesMusic PsychologySelf-AwarenessEveryday Psychology

NOTE-002/Essay/Draft

The Desalination Problem of AI

Why AI will not replace human labor when it becomes capable, but when it becomes economically reliable.

June 2026/18 min read

Artificial IntelligenceEconomicsHuman-AI SystemsAutomationProduct StrategyAI LaborAutomation EconomicsReliabilityHuman in the LoopAI StartupsFuture of WorkSystems Thinking

NOTE-003/Project Showcase/Draft

When the Model Chose the Raw Signal

Testing whether compressed traffic representations could beat the evidence already present in the packet flow.

May 2026/14 min read

PythonPyTorchscikit-learnXGBoostSMOTENetwork SecurityIntrusion DetectionRare-Class DetectionImbalanced ClassificationModel EvaluationCybersecurity