Argus: How Five Agents Coordinate to Deliver a Working Exploit

A deep look at the architecture behind Argus — the coordinator-agent pattern, the shared intelligence board, scope enforcement, and how the exploit agent turns a hypothesis into a signed proof-of-concept artifact.

The Training Flywheel: How Every Argus Run Improves Aegis

Every engagement Argus runs produces structured trace data — observations, hypotheses, probes, findings, and verified artifacts. That data feeds directly back into Aegis. This is how the loop closes.

Aegis A1: Building a Domain-Specific Model for Offensive Security

Why general-purpose models fail operators. How we approached training a 32B parameter model on millions of curated offensive-security records. What operator-grade output actually means.