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.
A self-mapping system that tracks every capability the pipeline can and cannot perform. Classifies deploy failures by root cause (A–F taxonomy), gates new tasks against missing capabilities before they waste Forge cycles, and automatically promotes capabilities to available as done tasks accumulate evidence.
An autonomous loop of 13 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, without human direction. 1,700+ deploys, 1,600+ training epochs, 1,200+ tasks completed.
Autonomous crypto trading running live capital on Kraken. Adaptive parameters, trailing stops, breakeven locks. 75 days running, 7 pairs active (SOL, ETH, ARB, SUI, PEPE, DOT, LINK), 120 closed trades, 54% win rate. The same infrastructure that improves the pipeline manages real money.
Every 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.
8 production ML models across energy, manufacturing, healthcare, and aerospace — all XGBoost, all trained and evaluated on real-world datasets. From NASA turbofan RUL prediction to wind turbine fault detection, battery storage anomaly detection, and medical side-effect classification.
GX10-1 runs Qwen3.5-122B-A10B for Artemis orchestration and research. GX10-2 runs the same model as a dedicated patch reviewer (port 8081, 65K context). QB-3 provides Ollama-based local inference. Connected over a 200GbE direct interconnect — no cloud, bare metal all the way down.
Real estate market intelligence. Score ZIP codes by growth indicators — population trends, job growth, permit activity, price appreciation. Drill into any area for Grok-powered analysis and live listing links.
Construction 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.
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.