Centaur Security Labs | Jay HawkinsResearch and development in AI-augmented security operations — practitioner writing on methodology, lessons learned, and building tools that work in productionhttps://centaursecuritylabs.com/ https://github.com/jayhawkins108/jayhawkins108.github.ioen Thu, 04 Jun 2026 06:54:33 -0000 Thu, 04 Jun 2026 06:54:33 -0000 1440 MkDocs RSS plugin - v1.19.0 https://centaursecuritylabs.com/assets/nav-logo.png Centaur Security Labs | Jay Hawkins https://centaursecuritylabs.com/ Pending Release <h1>Pending Release</h1> <p>The following papers are in preparation. Titles and abstracts are listed here as they are drafted; papers publish individually as they cle...</p> https://centaursecuritylabs.com/research/pending-release/ Thu, 04 Jun 2026 00:12:02 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/pending-release/ V2 Fine-Tuning Failure Analysis: Predicted Failure Modes and Mitigations <h1>V2 Fine-Tuning Failure Analysis: Predicted Failure Modes and Mitigations</h1> <p><em>Centaur Security Labs — Internal Technical Document</em> *Status: Pre-training gate ...</p> https://centaursecuritylabs.com/research/v2-finetuning-failure-analysis/ Wed, 03 Jun 2026 22:28:01 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/v2-finetuning-failure-analysis/ Behavioral Anomaly Detection for AI Agent Evaluation: An IDS-Inspired Approach <h1>Behavioral Anomaly Detection for AI Agent Evaluation: An IDS-Inspired Approach</h1> <p><em>Centaur Security Labs — Research Series</em></p> <hr> <h2>Abstract</h2> <p>AI agent evalu...</p> https://centaursecuritylabs.com/research/anomaly-detection-for-ai-failures/ Tue, 02 Jun 2026 22:17:04 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/anomaly-detection-for-ai-failures/ The Stochastic Trap <h1>The Stochastic Trap: An Architectural Critique of Current AI Security Tools</h1> <p><strong>Status: Technical Report</strong> | Centaur Security Labs | 2026<br> <strong>Author:</strong> Jay ...</p> https://centaursecuritylabs.com/research/stochastic-trap/ Tue, 12 May 2026 00:00:00 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/stochastic-trap/ The Centaur Framework — Reference Index <h1>The Centaur Framework — Reference Index</h1> <p><em>Centaur Security Labs · 2026 · 21 references</em></p> <p>Supporting index for [The Centaur Framework](../centaur-framework....</p> https://centaursecuritylabs.com/research/centaur-framework-refs/sources/ Sun, 10 May 2026 14:43:47 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/centaur-framework-refs/sources/ The Centaur Framework <h1>The Centaur Framework: A Design Specification for Human-AI Collaboration in Security Operations</h1> <p><strong>Status: Technical Report</strong> | Centaur Security Labs | 202...</p> https://centaursecuritylabs.com/research/centaur-framework/ Sat, 09 May 2026 15:32:21 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/centaur-framework/ Overview <h1>Research</h1> <p>Centaur Security Labs produces practitioner research on AI-augmented security operations: how to design systems that meet evidentiary and complia...</p> https://centaursecuritylabs.com/research/ Thu, 07 May 2026 13:29:06 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/research/ Overview <h1>Build Journal</h1> <p>This series documents what it actually looks like to build AI security tools — the design decisions, the hard lessons, and the methodology t...</p> https://centaursecuritylabs.com/build-journal/ Wed, 06 May 2026 16:45:21 +0000 Centaur Security Labs | Jay Hawkinshttps://centaursecuritylabs.com/build-journal/