Projects

Projects that fed how I build, think, and decide.

Academic Claim Auditor

Traces claims in academic papers back to their foundational sources, not just the immediate citation, but the full evidence chain beneath it. Classifies alignment at every level: supported, misaligned, or contradited. Built for research environments where a claim can look well-supported on the surface while resting on a weak foundation several layers down. Core logic grounded in the same principles as HRRE - my formal research on claim-level hallucination and auditable LLM reasoning.

Algorithmic Exposure Simulation Lab

A synthetic audience engine that models how content distribution emerges from interaction dynamics rather than direct prediction.