Fingerprinting · Behavioral analysis

Lead author · Sections III, IV

Nadia Aoun

Lisbon, PT

Twelve years operating bot defense for ticketing and travel marketplaces. Previously ran the anti-abuse team at a top-five global ticketing platform; now consults on adversarial traffic for sports leagues and live-event operators.

Edge enforcement · Friction surfaces

Lead author · Sections V, VIII

Theo Okonkwo

London, UK

Edge engineer who has shipped production WAF rules at hyperscale CDNs. Maintains the open-source library used in every Section V challenge lab. Speaks rarely. Writes carefully.

ML detection · Signal tuning

Lead author · Sections VI, VII

Renata Eklund

Stockholm, SE

Researcher with a CS dissertation on adversarial machine learning applied to fraud signals. Spent four years inside a major ride-hailing trust team. Co-authors the curriculum's detection-tuning runbooks.

Taxonomy · Editorial

Working group · Section II, IX

Jamie Kestrel

Brooklyn, US

Historian of automation, ex-journalist, current security writer. Responsible for the curriculum's taxonomy work and the long-form essays that anchor Section II. Edits every public draft before it ships.

Lab design · Assessment

Working group · Section I, exam blueprint

Pooja Vaidya

Bengaluru, IN

Curriculum designer with a background in adult security education at a Big Four firm. Owns lab provisioning, exam item authoring, and the candidate handbook. The reason the lab actually works on day one.

Vendor scrutiny · Standards

Working group · Industry liaison

Søren Madsen

Copenhagen, DK

Co-founded one of the early bot-management vendors; sold it; now sits on the working group as a deliberate vendor-skeptical voice. Reviews every draft for marketing language and asks hard questions about evidence.

Advisory ring

Reviewers we credit by description, not by name.

The standard is reviewed before each public draft by operators whose employers prefer they not be publicly associated with adversarial-traffic work. We list the kinds of organizations they come from. We do not list the people.