Dec 18, 2025
LLMs for Optimization: What Worked in My JSSP Pipeline
My practical lessons from modeling Job Shop Scheduling with disjunctive graphs, constrained prompts, and LoRA fine-tuning.
OptimizationNLPMLOpsResearch Notes
Writing
Blog
My learnings, practical takeaways, and implementation notes.
Dec 5, 2025
PMML Project: GLM vs GRU for Traffic Anomaly Detection
My lessons from comparing Poisson GLM and GRU models, plus why KL-style divergence needs careful calibration in noisy traffic streams.
MLOpsResearch NotesOptimization
Nov 20, 2025
GreenArm Notes: Detection-to-Actuation Integration Pitfalls
My practical lessons from connecting YOLO detection, camera calibration, and Kinova arm control in a ROS2 waste-sorting pipeline.
MLOpsOptimizationResearch Notes
Oct 10, 2025
ChatPDF RAG Notes: Retrieval Quality Beats Model Size
How I tuned my ChatPDF pipeline by focusing on retrieval diagnostics, grounding checks, and failure slices before model tweaks.
RAGNLPMLOpsResearch Notes