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Security Insights
Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.
Offensive SecurityPenetration Testing
Building an AI Harness for Offensive Security: What It Takes to Turn LLMs Into Reliable Pentest and Validation Operators
The model is 20% of the problem. Here is the engineering story behind the orchestration, tooling, middleware, and infrastructure that turns a capable LLM into a reliable penetration testing operator.
Mar 22, 202614 min
engineering
Cut RDS Costs by 50% with Aurora Serverless V2 Idle Connection Fix
In a recent migration from a standard RDS DB instance to Aurora RDS PostgreSQL Serverless V2, we encountered an unexpected issue a significant and unexplained increase in Aurora Serverless V2 connections. This anomaly led to spikes in resource utilization, specifically memory, and caused a noticeabl
Oct 25, 20244 min