Beyond Multi-Agent Collaboration: State Ownership in Automated Pentesting
Why execution boundaries, durable state, and work-unit design matter more than multiplying agents.
INDEPENDENT TECHNICAL JOURNAL
Engineering security, beyond the tools.
Notes on security engineering, automated systems, reverse engineering, and the architecture behind the tools. A place for research, practice, and independent thinking.
Selected writing
All writing ↗Automated Pentesting
Selected projects
View projects ↗FlowSage
From CTF traffic puzzles to a cross-platform workbench for multi-protocol security analysis and network forensics.
CADscanner
Automating malware analysis for compiled AutoCAD scripts in engineering environments.
RESEARCH & NOTES
From problem decomposition to verifiable engineering.
Malware analysis, offensive security, agent architecture, and traffic observability.
Research & publications ↗