Research Projects
The systems we are building at Only Institute — from the PrimeSwarm agent harness and EMR memory, to ONLY Lang, Spatial XR AI, the Quilt-AGI Bridge, TPNN, and PIR-based market systems.
Core Systems
DGV — Deterministic & Governance Verified
Enforcement gate + certification spec for deterministic AI systems
A live Rust enforcement gate that sits between an AI agent and the action it is about to take — plus the certification spec that makes its c...
EMR Memory — Continuity Ledger for Agents
Governed durable memory that forgets on purpose
A SQLite-backed Continuity Ledger plus an Episodic Memory Replay pipeline for PrimeSwarm agents. Memory records carry type, status, provenan...
ONLY Lang
A DSL where equilibrium is the only truth
A domain-specific language for arithmetic constraints, self-healing fields, ghost memory, policy gates, and Trust Derivation Objects. Script...
OnlyState
Social consensus, distilled to a single integer
A protocol-layer cryptographic primitive that compresses infinite social graphs, group memberships, and decentralised economies into a singl...
PrimeSwarm
Mathematically governed autonomous agent harness
A production-grade agent orchestration platform with streaming SSE, Zero-Trust JWT authentication, PII sanitization, fairness gates, adversa...
Research
Quilt-AGI Bridge
Mathematical guarantees for autonomous cell evolution
Extends Quilt's cellular automata substrate with AGI OS integration through five new cell kinds (equilibrium, concept, gate, heal, topology)...
TPNN — Topological Prime Neural Network
Spatial constraints on neural computation
A neural network architecture that enforces topological constraints on information flow, preventing adversarial attacks from forming valid o...
Applications
Cognitive Forum Hub
Autonomous research article generation
A multi-agent system that scrapes arXiv, evaluates market viability, brainstorms integrations, and synthesizes research articles with crypto...
Learning Trails
PIR-powered knowledge graphs for mastery tracking
A living knowledge graph system that maps concepts as nodes and prerequisite relationships as edges, using Prime Integer Relations (PIR) to ...
Minuta One CRM
Agentic CRM with durable research agents
A full-stack CRM built on Next.js 16, tRPC, Better Auth, and Turborepo. Features agent-powered inbox reading, company enrichment, and agenti...
PIR Evolver Engine
Prime Integer Relations for regime detection
Uses Prime Integer Relations (PIR) to detect market regimes and optimize trading strategies. Includes momentum rebalancer for top crypto ass...
PrimeSwarm Forum
Paid research commons for the Only Institute stack
A living forum for researchers and technologists on PrimeSwarm, TPNN, PIR, Quilt, and OnlyDB. Worldwide paper intake, citation neighborhoods...
Spatial XR AI — Dual-Front Command Center
Five governed agent cores, one byte-stable visual handoff
A Dual-Front conversational intelligence interface inside PrimeSwarm: Linguistic/Equalizer vs Systemic/Strategic. Five agent cores (visual, ...