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Grounding Patterns for Portfolio-Scale LLM Systems

Draft work on constrained prompting and structured grounding to reduce hallucination risk.

Breast Cancer - AI Analysis Case Study

Reviewing Python-based ML/DL pipelines for diagnostic, imaging, and multimodal workflows.

This case study synthesizes a breast cancer analysis report focused on dataset strategy, model selection, interpretability, and deployment constraints in medical AI settings.

Partial Order Relations in Hierarchical AI Systems

Formalizing hierarchical reasoning with POSET properties and DAG-based representation.

This case study analyzes how partial order relations can model hierarchy in AI systems using formal properties, graph representations, and implementation-oriented reasoning.

Decentralized Esports Scheduling - Graph Optimization Case Study

Minimizing tournament travel distance under decentralized governance constraints.

This case study examines tournament scheduling for geographically distributed esports teams using graph-optimization framing and constraint-aware search strategy.

Multi-Level Cache Optimization in HPC Systems

Cache-aware performance engineering across memory hierarchy bottlenecks.

This case study analyzes memory-hierarchy-aware optimization techniques for HPC workloads, including cache locality strategies and NUMA-sensitive execution planning.

Securing Image Information with LSB Steganography

MATLAB-based steganography workflow with imperceptibility and detectability trade-offs.

This case study analyzes Least Significant Bit (LSB) image steganography from implementation flow to security limits, with focus on payload quality trade-offs and practical hardening direction.

Evaluation Framework for Practical AI Product Features

A framework for measuring utility, trust, and failure boundaries in applied AI features.

LiveTalk - Realtime System Notes

Stabilizing real-time chat behavior with event and reconciliation patterns.

This case study captures the system choices used to keep message flow reliable under network variability in a multi-user chat product.

Hirrd - Product Architecture Case Study

Role-first product architecture for recruiter and candidate workflows.

This case study documents how I structured product boundaries, routing contracts, and workflow clarity for a dual-role hiring platform.

TeamZen - Dashboard System Design

Designing an operations dashboard for fast scanning and actionability.

This case study explains how I structured TeamZen dashboard information flow to reduce cognitive load while preserving operational depth.