🔬 Science & TechMAINS · GS3.18 · GS3.13

A hackathon that rewards rejecting the machine's wrong answers

NIELIT's CYBER KUSHTI 2026 hands every team an identical, deliberately flawed AI-generated security report — with false findings planted and real vulnerabilities omitted — and scores judgment rather than detection speed.

What happened

For Prelims

For UPSC: An unusually thoughtful skilling item. Use it for AI in cybersecurity and the alert-fatigue problem, human-in-the-loop verification of machine output, CERT-In and the national cyber architecture, and assessment design that tests judgment rather than recall.
What it is NOT: This is a competition, not a certification or a policy instrument — its significance is in the assessment design, which treats false positives as a first-order problem rather than an afterthought.

For Mains

Syllabus: GS3.18 · GS3.13 · Linkage L3

Anchor
When machines produce findings faster than humans can read them, the scarce skill stops being detection and becomes discrimination.
Substantiation (data)
An identical Security Assessment Package for every team, seeded with false, duplicated and genuine findings and with real vulnerabilities deliberately omitted.
Exemplification
Scoring credits the correct rejection of a false finding as much as the discovery of a true one — the inverse of conventional Capture The Flag design.
Problematisation
Automated tooling scales alert generation but not accountability; alert fatigue causes real vulnerabilities to be closed unread.
Way-forward
Carry this assessment philosophy into professional cybersecurity certification and into public-sector audit standards.
Position
The value a human adds to an AI-assisted process is not speed — it is the willingness to say the machine is wrong.
Deploys into: Cyber security + frontier technology (GS3.18, GS3.13) · AI and alert fatigue, human-in-the-loop verification, and CERT-In in the national cyber architecture.
Ministry of Electronics & IT · 2026-08-16 · PRID 2300120 · PIB source ↗
Related: Science & Tech · this week's cards · Cybersecurity skilling