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2 posts tagged with "security"

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I Submitted 12 Bug Bounty Reports. All Were False Positives.

Build a multi-agent bug bounty system with evidence-gated progression and zero false positives. Full architecture from 3 months of production.

Mar 6, 2026 · 12 min

Why Human-in-the-Loop Beats Automation

Keep humans in control when building AI security tools. Full automation sounds impressive until your reputation tanks from false positives.

Dec 28, 2025 · 9 min