Architecture, engineering, and the truth about building defense systems.
How Aegis-360M — a 360M model LoRA-tuned on real telemetry and served via llama.cpp on a dual-core ARM node — replaced every external LLM API call in the stack.
Why linear cybersecurity fails and how Fibonacci-based architecture with three rings of protection reclaims structural coherence in a sea of digital noise.
Spiral vector spaces, spectral coherence scores, Fibonacci-scaled transformer attention (RTAN), and the complete mathematics behind the anomaly engine.
Four agents across four isolated servers. WireGuard mesh. Default-deny firewalls. No monolith. Breaking down the architecture.
Three-tier AI architecture, actual costs, where models are used and where they aren't, and why "anyone could build this" misses the point.
86KB compiled C model. Microsecond inference. Zero API costs. How a 2GB VPS with a compiled native binary outruns CrowdStrike, SentinelOne, and Darktrace.
OALABS recovered 1,000+ agent sessions from a compromised server. A low-skilled attacker used Claude Code and Codex to breach 14 companies with vague prompts. Here's what it means for your defense.