Building Systems for an AI-First World

Most software assumes humans operate and AI assists. We build for the inverse — AI agents handle routine work autonomously, humans provide strategic direction. One state model per domain, agent-first APIs, autonomous orchestration across the customer lifecycle.

Architecture

Three layers. Apps serve users. Ops agents run the apps. The substrate builds everything.

AppUser-facing systems with APIs
Pulse, Praxis, MAIC, n8n, ComfyUI
OpsAutonomous agents that operate the apps
OpenClaw, Hermes
SubstrateBuilds everything above
Claude Code + human direction

Infrastructure

Production systems8
InferenceDeepSeek V4 Flash via Sovereign
Infrastructure cost~$250/month
All code written byClaude Code