Publications

OLLO journal

Dual laboratory — a diary of detection and research Chromium. Alongside: notes on search visibility and behavioral factors.

Dual laboratory Two mirrors: why I build a detector and Chrome at the same time Why I build a detect contour and a research Chromium at the same time — a dual-lab diary without bypass recipes.
Dual laboratory This is not a product war — it is a lab diary Why a series on detect and Chrome is not a stealth war, but an engineering diary with red lines for what can be published.
Dual laboratory Profile consistency beats one big hash Why the cult of a single fingerprint lies, and how I talk about layer contradictions instead of the “bot” label.
Dual laboratory User-Agent is a claim, not proof How I read UA and Client Hints as a hypothesis and check them against other browser layers.
Dual laboratory Version floor via Web API: lessons from public detectors Feature-floor instead of blind version parsing: public literacy of the browser surface.
Dual laboratory MDN BCD: checking the feature calendar, not judging at runtime How I use MDN browser-compat-data to calibrate hypotheses and why I do not drag BCD into a verdict.
Dual laboratory Main world, iframe, Worker: one truth in three rooms A mental model of realms: why compare profile consistency across browser contexts.
Dual laboratory Guess OS from the surface, not from a UA token Why the OS token in User-Agent is weak, and how to phrase “the surface looks like…”.
Dual laboratory VPN and STUN — network context, not a “bot” stigma Network as lab context: why a strange egress is not the same as automation.
Dual laboratory TLS fingerprints: literacy, not magic Public literacy on TLS fingerprints without a guide for tuning against antifraud.
Dual laboratory Behavior: when the static fingerprint is already green When static signals already agree: behavior over time as the lab’s next question.
Dual laboratory Soft and hard signals: how I think about risk How I separate everyday privacy noise from hard breaks in profile integrity.