Life on the curve

The mechanics of offensive security are rapidly being transformed by AI. Hard technical tasks are becoming more accessible, and existing workflows around tool development, vulnerability discovery, and research are accelerating significantly. It is worth taking stock of where we are now, and where the curve may take us next.

As open and closed models become more capable, deep technical expertise becomes more valuable, not less. AI makes evaluation, validation, and sound judgment more important than ever. This is especially true for practitioners entering the field today. Those who invest in strong foundations will be able to turn AI into durable leverage rather than shallow automation.

At the same time, advanced AI systems are becoming remarkable tutors and learning aids. They can personalize learning, compress feedback loops, and help motivated researchers build skills in ways that were not realistically available before.

India’s growing investment in AI infrastructure, safety evaluation, and applied governance makes this moment especially relevant, both domestically and globally. The coming years will require thoughtful, creative researchers who can test systems empirically, reason adversarially, and turn technical failure into useful evidence. The offensive security community has an important role to play in that future.