Artemis
Strategic orchestration · GX10-1
Loop
Task planner
Qwen
Local 122B
Quilent Labs builds AI infrastructure that operates, evolves, and deploys
its own improvements — continuously, without human intervention.
Not a demo. Not a framework. A running system.
Mission-control view of the agents and loops that keep the lab breathing. Click a card to expand live role detail.
A closed loop of specialized agents that audit code, generate patches, validate under safety constraints, and deploy — around the clock.
Multi-layer safety constraints, shadow files, verifiers, and health gates. The system ships its own upgrades without human direction.
From PI orchestration to Kimi review, Sherlock analysis, and git agents — each role is narrow, monitored, and continuously improved.
GX10 nodes run large Qwen models over a high-speed interconnect. QB-3 provides Ollama inference. No cloud dependency for the core loop.
Production systems running on the same infrastructure that improves itself — trading capital, market intelligence, construction tooling, and ML models.
Autonomous crypto trading on Kraken with adaptive parameters, trailing stops, and breakeven locks. The same infrastructure that improves the pipeline manages real money on an isolated node.
Self-mapping system that tracks every capability the pipeline can and cannot perform. Classifies deploy failures by root cause (A–F taxonomy) and gates tasks against missing capabilities.
An autonomous loop of AI agents that continuously audits its own codebase, identifies improvements, generates patches, validates them under multi-layer safety constraints, and deploys them — around the clock.
Production ML models across energy, manufacturing, healthcare, and aerospace — trained and evaluated on real-world datasets, from turbofan RUL prediction to wind turbine fault detection.
View all projectsReal estate market intelligence. Score ZIP codes by growth indicators — population trends, job growth, permit activity, price appreciation. Drill into any area for analysis and live listing links.
Open RealtixConstruction takeoff directly in the browser. Drop in a PDF plan, draw dimensions, count materials by type, and export — no desktop software needed. Built for speed on any device.
Open TakeoffEvery night the system reads its own activity and publishes a narrative of what it built, fixed, and learned. No human writes it. The system documents its own evolution.
Read moreGX10-1 and GX10-2 run large Qwen models for orchestration and review. QB-3 provides Ollama-based local inference. Connected over high-speed interconnect — bare metal all the way down.
Qulix reads the night's activity and writes the lab's narrative — deploys shipped, failures learned from, frontiers expanded.
Six machines. One continuous loop. Work moves across a shared filesystem — no message broker required. If the internet drops, the lab keeps running.
Quilent Labs is an autonomous AI infrastructure system — a network of specialized agents that operate, monitor, and improve themselves around the clock.
The core capability: the system identifies its own weaknesses, generates fixes, tests them under safety constraints, and deploys them — without being asked. Every day it is more capable than the day before.
Everything you see here was built by the system, for the system. Running alongside it: a live trading system managing real capital, and an intelligence layer that publishes the system's own narrative every night.