Papers, Analysis, And Active Intelligence Work
ekkOS Labs publishes working analysis, partner-access research, and public-facing technical narratives on memory, cognition, and agent infrastructure.
Archive status
indexed research entries
Public-safe publications only. The archive is meant to explain the direction, not disclose sensitive implementation leverage.
You will find
Research notes, benchmark interpretation, public architecture essays, and papers that frame the cognitive substrate problem in a way other builders can use.
You will not find
Security-sensitive internals, partner-specific operational detail, or the parts of the core system that should remain proprietary.
Why it matters
The site should be genuinely informative to researchers, operators, and technical buyers without becoming a schematic for the entire production stack.
Stateful Computer Use: Persistent GUI Memory for Autonomous Desktop Agents
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.
The Autonomic Nervous System (ANS): Achieving Biologically Self-Aware Codebases
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.