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Zone / Research

Research directions

8 directions the laboratory actually works on. Each one states its hypothesis, its problem, and its findings — and each is judged by what it ships, not by what it promises.

Multi-Agent SystemsOpen artifact published

Agent-Native Software

When agents are treated as first-class users of software — with negotiation, ownership and economy built into…

ProjectsAgent Native Universe
Distributed SystemsOpen artifact published

Consensus and Economies for Agents

Self-organizing agent collectives need the same primitives as human markets and distributed databases: scarce…

ProjectsAgent Native Universe
Knowledge SystemsActive — in production use

Living Knowledge Models

A domain becomes teachable and searchable when it is represented as a connected model — entities, relations…

ProjectsKnowledgeBase AI · StudyNinja
Human–Machine LearningActive — in production use

Adaptive Mastery Models

A student who sees exactly where they are stuck, and receives the smallest next step that produces a win…

ProjectsStudyNinja · KnowledgeBase AI
Numerical FoundationsMaturing — library published openly

Computation That Survives Singularities

Numerical pipelines can be built so that division by zero, overflow and precision loss degrade the result…

ProjectsBalansis · MagicBrain
Neuromorphic AIMaturing — mechanism published

Grown, Not Designed, Networks

Network structure that develops — the way biological tissue does — can reach behaviours that hand-designed…

ProjectsMagicBrain
Applied Multi-Agent SystemsActive — internal systems

Agents Operating Real Infrastructure

Multi-agent teams can carry real operational work — deployment, diagnostics, review — if their autonomy is…

ProjectsKnowledgeBase AI
TheoryPreprint package in preparation

Unified Wholeness Theory

A theoretical research line is worth running inside an engineering laboratory only if every claim is…

ProjectsUWT