01/2026 – 04/2026
Project Coordination / Product Analysis
- Supported the design of an insider-threat detection project around high recall and lower review cost, helping define the problem, evaluation metrics, and a two-stage processing flow.
- Coordinated the design of a pipeline covering multi-source log integration, feature construction, risk screening, and second-stage semantic analysis to improve execution consistency and reproducibility.
- Helped compare alternatives and threshold tradeoffs, narrowing deep analysis to the top 3% suspicious windows while retaining 89.7% of malicious samples and reducing later review and model cost.
- Contributed to an evaluation framework spanning rules, TF-IDF, LLM, and hybrid methods, improving second-stage suspicious-pool precision from 12.9% to 31.5%, and supported project reporting materials and iteration summaries.