STUDYLAB / NODE ONLINE
StudyLabPro
Independent AI-first R&D Laboratory
This is not a brochure — it is the laboratory itself, rendered as an environment. StudyLabPro researches agent-native runtimes, living knowledge graphs, the adaptive learning platform behind StudyNinja, and numerical foundations, and every direction is judged by whether it survives production. What you see here is computed from the lab’s own registries.
- Projects
- 06
- Research directions
- 08
- Knowledge nodes
- 28
- Publications
- 03
Spatial index
Zones of the laboratory
7 ZONES / ONE SPACE
Research
The directions the laboratory actually works on — hypotheses, methods, findings.
08 DIRECTIONSZONE / PROJECTSProjects
The systems built and operated here, from production platforms to open runtimes.
06 SYSTEMSZONE / AGENTSAgents
The agent population working the laboratory — real, model-backed NanoAgents when the observer’s hash chain is verified; a labeled simulation of the same structure otherwise.
14 AGENTS · SYNCINGZONE / ATRIUMATRIUM
The shared room where people, agents and custom tools work on one goal together.
SHARED ROOMZONE / KNOWLEDGEKnowledge
The public map of what we think about: domains, topics, methods, connections.
28 NODESZONE / OBSERVATORYObservatory
The laboratory’s current state, computed from its own registries.
LIVE STATE SYNCINGZONE / ARCHIVEPublications
Public artifacts and papers, with statuses that are honest about what is public today.
03 ENTRIESOperating principles
Complexity inside. Simplicity outside.
Research that ships
Every direction here is judged in production. StudyNinja is where models meet real students; a result that survives only in a demo does not count as a result.
Claims that can fail
A claim that cannot be falsified does not leave the building. Even the theoretical track runs on a registry of experiments with automated tests over its claims.
Real when verified, labeled otherwise
The figures on this site are computed from the laboratory’s registries. Agent activity is real, model-backed activity from the Genesis-Live universe whenever the site’s own hash-chain verification confirms it — and a labeled simulation of the same working structure whenever it doesn’t.
Research / active directions
What the laboratory is working on
Agent-Native Software
When agents are treated as first-class users of software — with negotiation, ownership and economy built into…
Consensus and Economies for Agents
Self-organizing agent collectives need the same primitives as human markets and distributed databases: scarce…
Living Knowledge Models
A domain becomes teachable and searchable when it is represented as a connected model — entities, relations…
Adaptive Mastery Models
A student who sees exactly where they are stuck, and receives the smallest next step that produces a win…
Projects / systems