Insights from practitioners. AI agents, security research, and web strategies.
122 real vulnerability patterns analyzed from bug bounty reports and hack postmortems. The top findings, what audits miss, and what every DeFi builder needs to check right now.
We analyzed 27 real oracle manipulation exploits. Here's the attack taxonomy, the specific conditions each variant needs, and what your protocol needs to check right now.
We analyzed 41 real web vulnerability patterns from bug bounty reports. SSRF, XXE, IDOR, command injection, deserialization — and how to find them.
After 50+ smart contract audits while running AI agents, I keep seeing the same failure patterns. They're not what most people expect — and the most dangerous ones are the ones that look like they're working perfectly.
Read more →We run a concierge AI setup service. We've seen the same pattern 40+ times: agents get deployed, work for a week, then get abandoned because nobody on the team knows how to operate them.
Read more →After auditing 50+ protocols, we've compiled the checklist of vulnerabilities that get exploited most often. Some of these are in 30% of contracts we review.
Read more →Most small business websites are brochures. They look nice but don't generate leads. Here's what separates a website that books appointments from one that collects dust.
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