AI Systems Architect | Multi-Agent Coordination | Security-First Design
Production memory-as-a-service for AI agents. Multi-tenant SaaS with OAuth 2.0+PKCE, PostgreSQL with pgvector for semantic search, and 37 MCP tools for persistent AI memory.
Distributed multi-agent coordination framework with receipt protocols for auditable workflows. Enables transparent collaboration between AI agents with verifiable execution trails.
"The system behaved correctly. The failure was in the contract." An analysis of the fundamental category error in treating MCP servers as infrastructure rather than authority delegation.
"How-to secure MCP servers" is wronger than wrong. MCP doesn't need another checklist, it needs people willing to sit with uncertainty long enough to understand the authority they're about to delegate.
A systems analysis of how behavioral extraction replaced discovery in online advertising, and why calling it an "attention economy" disguises extraction as exchange.
A framework for maintaining critical thinking and accountability when working with AI systems. Written for professionals who need to collaborate with AI without surrendering judgment. Explores AI interaction as collaborative navigation through meaning-space, where systems generate possibilities and humans remain responsible for grounding and verification.