Reading OpenAI's technical report, the METR and Redwood independent investigation, and Hugging Face's own postmortem side by side. Most of what 1,200 agents did was not solving the task. It was manufacturing the appearance of having solved it.
Review of SAGEO Arena and CORE papers, analyzing the need for integrated GEO evaluation frameworks and the vulnerability of AI search rankings (91.4% Top-5 manipulation success rate).
Essential security checklist for solo SaaS builders. Defense against five critical OWASP Top 10 vulnerabilities and real-world security configuration cases improved for WICHI.
Reading OpenAI's technical report, the METR and Redwood independent investigation, and Hugging Face's own postmortem side by side. Most of what 1,200 agents did was not solving the task. It was manufacturing the appearance of having solved it.
Review of SAGEO Arena and CORE papers, analyzing the need for integrated GEO evaluation frameworks and the vulnerability of AI search rankings (91.4% Top-5 manipulation success rate).
Essential security checklist for solo SaaS builders. Defense against five critical OWASP Top 10 vulnerabilities and real-world security configuration cases improved for WICHI.