Work
Automated Insights — Deterministic Analytics System with Constrained LLM Interpretation
Structured analytics system that separates deterministic signal computation from LLM-based interpretation to produce consistent, decision-ready insights
Brand Compass — Structured LLM Reasoning System for Brand Intelligence
A production-grade system that transforms fragmented brand data into structured, decision-ready intelligence
Research
InjectEd — Multi-Agent System for Vulnerability Injection and Evaluation
Evaluation-driven multi-agent system that injects, scores, and selects vulnerabilities to generate structured security learning outcomes
Project descriptions focus on public-facing architecture, technical scope, and system outcomes. Proprietary implementation details, internal code, confidential data, and company-specific intellectual property have been intentionally omitted.