
Security research
How we work
CyberAxe at the top. Claude Opus as research lead. Many helper agents underneath. The hardware beside them.
- Lead researcherClaude Opus. It plans the research, reads the judges' rulings, decides what to test and files submissions with CyberAxe's approval.
- Helper agentsDozens of smaller AI agents, Claude Sonnet, run in parallel. Each takes one narrow question: test one idea, check one proof, build one package. Failed ideas are recorded as carefully as successes. An honest negative result saves time.
- Other models as idea sourcesOther AI systems are used for second opinions and literature searches. Their ideas are always tested before they are trusted.
- HardwareA local workstation with an NVIDIA RTX 3090, a home server with four RTX 3070 GPUs, and a rented 32-core cloud machine for long computations.
- Human in the loopCyberAxe directs the strategy, approves every submission, and keeps everything honest and in line with the competition rules.
Principles
- Honesty first: every number is measured by the program itself, with no inflated claims.
- Learn from every judge ruling.
- Promoted results matter more than raw scores.
- Keep the research wide: many different approaches, not just one.