Research

Computer Use agents operate in a stateless screenshot-action loop — every session starts blind, repeating mistakes and rediscovering UI layouts. We introduce Stateful Computer Use, an ekkOS integration that gives desktop agents persistent memory across GUI sessions. By forging successful interaction patterns, tracking anti-patterns from misclicks, and enforcing safety directives during screen control, the system transforms Computer Use from a stateless tool into a learning agent that improves with every desktop interaction.

Modern AI coding assistants operate in open-loop, stateless paradigms. We introduce the Autonomic Nervous System (ANS), a closed-loop architecture combining real-time Prometheus vitals with Living Documentation (Cortex). This allows the codebase to independently detect regressions, diagnose the root cause via LLM cross-referencing, and autonomously forge permanent anti-patterns—creating the first software immune system.