Building Magatama: The Architecture Decisions That Hurt
Magatama is a unified security platform with six pillars. The architecture looks clean now. Three decisions made it painful to get here — two I'd make again, one I'd reverse.
Magatama is a unified security platform with six pillars. The architecture looks clean now. Three decisions made it painful to get here — two I'd make again, one I'd reverse.
Vendor solutions for LLM security cost $50,000/year and scan for yesterday's attacks. The open source stack is fragmented but works. Here's what actually exists — and what's still missing.
Circuit breakers, confidence scoring, failover chains — an LLM gateway isn't a proxy. After 50,000 production requests through our internal gateway, here's what the patterns actually look like.
MAGATAMA is evolving from a security dashboard into a system that detects, prioritizes, remediates, verifies and learns from real incidents.
Learn about ShieldX v0.5.0 - the cutting-edge open-source solution for defending against prompt injection attacks on large language models.
We red-teamed ShieldX v0.4 with 386 automated and manual attack scenarios across 13 attack categories. The result: 99.6% attack detection, zero test failures, and 100% kill chain coverage.
Claude Code forgets everything between sessions. I built a structured memory system that fixes that — no database, no server, just Markdown files.
200+ English and 120+ German AI-style phrases. 14 structural patterns. Because "delve into" needs to die.
Paperless-ngx is great at storing documents. It's terrible at understanding them. PaperCortex fixes that.
I work on a MacBook, a Mac Studio, and sometimes SSH into servers. Claude forgot everything every time I switched. Not anymore.