Governed Training Control System

Control How
AI Learns.

LearnByWire (LBW) transforms machine learning from an uncontrolled optimization process into a stable, predictable, and auditable system.

Train faster. Reduce instability. Eliminate silent failures. Govern AI at scale.

Get Started Free (1 GPU) Book Enterprise Demo
terminal

$pip install lbw

quickstart.py

from lbw import LearnByWire

governor = LearnByWire(

model.parameters()

)

Drop-in integration. No architecture change required.

LearnByWire Control Visualization
Governed Training— Closed-Loop Control— Behavioral Classification— Policy-Driven AI— Audit-Ready— EU AI Act Aligned— Stability · Control · Governance

01 — The Problem

AI Training Today is
Fundamentally Uncontrolled.

Modern AI training relies on optimizers like AdamW — which operate continuously without awareness of system state, react locally not globally, and fail silently under complex conditions.

No awareness of global system state

Cannot detect instability early

Fails silently under complex conditions

Zero governance or auditability

Training Instability Visualization

Training divergence

Oscillation & instability

Wasted compute

Unpredictable behavior

No compliance

"AI systems are powerful — but they are not controlled."

02 — The Solution

A Governed Training
Control System.

Instead of blindly optimizing — LBW governs.

01

Observe

Training signals

02

Evaluate

System state

03

Classify

Behavior regime

04

Apply

Control policies

05

Adjust

Learning dynamically

This transforms training into:

A closed-loop controlled system.

03 — How It Works

Technical Depth.

LBW System Architecture
01

Real-Time Signal Monitoring

Captures gradient behavior, loss dynamics, directional coherence, and instability signals — continuously, throughout the full training run.

02

Behavioral State Classification

Training classified into regimes in real time:

Stable Pre-instability Oscillation Recovery
03

Multi-Regime Control System

Each regime triggers distinct control strategies — throttle learning, stabilize updates, enforce recovery, prevent divergence.

04

Policy-Driven Governance

LBW applies safety policies, drift policies, and adaptive thresholds — configurable for your compliance requirements.

05

Actuation Layer

Instead of static updates, LBW dynamically modifies effective learning rate, update magnitude, and update dynamics. Training is no longer passive — it is governed.

04 — Performance

Measurable Impact.

Faster Convergence

↗

Reach target performance faster. Fewer wasted steps across every training run.

Improved Stability

∿

Reduced oscillation. Prevented divergence. Consistently smoother training curves.

Higher Efficiency

◇

Reduced GPU waste. Maximized useful learning per training step.

Benchmark Uplift

10–20%

Measured improvement vs standard optimizers in real-world training conditions.

05 — Control vs Optimization

LBW is not an optimizer.
It is a control system
for AI training.

Traditional Approach

  • Optimizer decides everything — alone
  • No global awareness of training state
  • No safety layer — failures are silent

LearnByWire Approach

  • Optimizer executes — LBW governs
  • Full behavioral visibility at every step
  • Policy enforcement prevents failure

06 — Governance

Built for real-world AI.

Safety Capabilities

  • Controlled learning behavior at all times
  • Safe recovery from instability events
  • Prevention of runaway training
  • Enforcement of training constraints

Compliance Foundation

  • Full training traceability
  • Behavior auditability across runs
  • Risk monitoring throughout training
  • Aligned with EU AI Act requirements

07 — Pricing

Four tiers.
One control system.

Community

Free

CE
  • —Single GPU
  • —Full core control system
  • —Ideal for experimentation

Best-in-class single-GPU experience.

Scale

Licensed

SE
  • —Multi-GPU
  • —Production-ready
  • —Licensed deployment

Unlock real training scale.

Pro

Advanced

PRO
  • —Advanced reflex system
  • —Oscillation detection
  • —Recovery mechanisms

For complex, unstable training.

Enterprise

Contact Us

ENT
  • —Governance runtime
  • —Policy engine
  • —Safety + drift control

Built for enterprise & compliance.

Get Started Free Talk to Enterprise Sales

08 — Use Cases

Deployed across
critical domains.

Large Language Models

Stabilize long runs. Prevent collapse. Improve convergence across billion-parameter training.

Stabilization Convergence

Financial AI

Controlled training with full auditability. Risk-aware learning for high-stakes environments.

Auditability Risk Control

Healthcare AI

Safety-critical systems requiring fully predictable and compliant training behavior.

Safety Predictability

Industrial AI

Reliable training at scale. Reduced failure rates across large industrial deployments.

Reliability Scale

09 — Why It Matters

AI should not just learn.

It should be governed.

AI is becoming critical infrastructure and regulated decision-making. But training is still uncontrolled. LearnByWire changes that.

10 — Enterprise Value

Enterprise Infrastructure

01

Reduce Cost

Fewer failed runs. Less wasted compute. Measurable ROI from day one.

02

Increase Reliability

Stable training. Predictable outcomes. Consistent performance across all runs.

03

Enable Compliance

Audit-ready training. Governed behavior. Ready for AI regulation globally.

11 — Results

Proven in practice.

10–20%

Efficiency Gain

vs standard optimizers

~0

Silent Failures

with governance enabled

Full

Auditability

every training step traced

"LearnByWire gave us visibility we never had before. Training runs that used to diverge silently now stabilize automatically."

— ML Lead, Enterprise Customer

"The governance layer was exactly what our compliance team needed. Audit-ready training was a blocker for us — LBW removed it."

— Head of AI, Financial Institution

12 — About

Built by Qluon.
Driven by purpose.

LearnByWire is the flagship product of Qluon — a company founded at the intersection of machine learning research and industrial control theory. We believe AI must be held to the same standards of reliability and accountability as any other critical infrastructure. LBW is how we make that real.

2026

Founded

1+

Research Engineers

1

Core Patents Filed

Start Free

Try on 1 GPU

Experience the full core control system at no cost. See the difference immediately.

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Scale Up

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Production-ready deployment with full governance and compliance capabilities.

Scale Now →

Enterprise

Talk to Us

Custom deployment, compliance solutions, and strategic partnerships.

Book Demo →

13 — Contact

General

hello@learnbywire.ai

Enterprise

enterprise@learnbywire.ai

Research

research@qluon.ai

Press

press@qluon.ai

Location

Qluon Inc.
8 The Green, Suite R
Dover, Delaware, DE 19901
United States

Get in touch.

Whether you're exploring the Community Edition, deploying at scale, or evaluating enterprise compliance — we're ready.

Free

Start on 1 GPU

Scale

Multi-GPU deploy

Enterprise

Governance suite