Writing & Research

What Blockchain Transparency Teaches Us About AI Interpretability

Both fields face the same fundamental problem: reverse-engineering emergent behavior in systems that weren't designed to be understood. Blockchain forensics and AI interpretability share more than you'd think — from fragile heuristics to adversarial pressure to the gap between data visibility and actual meaning.

Biweekly newsletter on blockchain forensics methodology — how heuristics work, when they break, and why it matters for compliance and investigation.

Open research on CIOH validation, N-1 distribution patterns, timing heuristics, and forensic methodology.