Automation

Final progress on Forge bug fixes and thoughts on the challenge of upstreaming AI-assisted contributions.

Forging ahead with new features and code cleanups, including a keybinding cheatsheet overlay and quality-of-life improvements.

Continuing to tackle the Forge backlog with Claude: 43 bug fixes, 19 new features, and 728 unit tests.

Using Claude to start to tackle the backlog of 140 issues in the Forge gnome extension, “successfully” fixing 33 bugs.

Automated Docker framework enabling comparative analysis of binary files across all 39 Ghidra versions to measure how tool updates affect disassembly, decompilation, and code similarity results.

Describes automated methods and tools for discovering information systems through network and host analysis to create high-fidelity emulation models, demonstrated on SCinet with 5 routers and 10,000 endpoints.

Automated toolset that transforms network and host discovery data into high-fidelity emulation models, demonstrated by modeling SCinet’s 10,000 endpoints and enabling rapid Emulytics experimentation.