Field Papers and Assessments

PAPER (arxiv.org)

AI Code Sandboxes

A Comparative Security Study. Part 1 of 2 -- Engine-Level Properties (Attack Surface, Leakage, Stackability, CVE History, Patch Cadence, Fuzzing)

George Andronchik, Pavel Lokhmakov 07.06.2026

Portrait of a smiling young man with short hair wearing a black shirt with the word 'buśka' printed on it.

FIELD ASSESSMENT

The Activation Gap

Access to AI tools is not the same as using them. And not using them is becoming a structural career risk.

George Andronchik 05.03.2026

Portrait of a smiling young man with short hair wearing a black shirt with the word 'buśka' printed on it.