Our Research
Open-source, peer-reviewed papers on agentic systems, compiled knowledge, and humanity-first AI design.
Agentic Orchestration at Scale
Steven, Adnan, Richard
A framework for deploying autonomous multi-agent systems that self-organize, self-heal, and compound intelligence across distributed workloads. We introduce the Orchestrator-Subagent pattern with context isolation and structured handoffs.
The Compiled Knowledge Paradigm
Steven, Richard
Moving beyond RAG — how LLM-compiled knowledge bases outperform retrieval-augmented generation in long-horizon reasoning tasks. Introduces the 'compile-then-query' methodology for persistent intelligence.
Humanity-First Agent Design
Adnan, Steven
Design principles for AI agents that prioritize human agency, transparency, and consent in every interaction loop. Proposes the 'Consent Gateway' architecture for multi-agent systems.