Systems Architect at SIIOSA — designing and shipping industrial automation infrastructure for CNC manufacturing environments. Creator of the cuba-* MCP ecosystem: persistent agent memory with Hebbian learning and knowledge graphs, multi-step reasoning engines, real-time web intelligence, and execution sandboxes. Deterministic, zero-residual-risk systems across Rust, Python 3.14, and Next.js.
let doctrine = [
"Zero Residual Risk — 100% simulable and auditable logic",
"Defensive Architectures — strict typing, immutability by design",
"Continuous Automation — if it requires human intervention, it's a bug",
];Languages
Backend · Frontend
Infrastructure
AI / MCP Ecosystem
