See how organizations use ThalosForge to solve complex optimization, MLOps, and robotics challenges.
Aerospace Engineering • CFD Simulation
An aerospace company needed to optimize wing geometry for fuel efficiency. Each CFD simulation took 4 hours and cost $200 in compute. Traditional optimization required 500+ simulations, making the project economically unfeasible.
Using Spiral Swarm DSS, the team reduced the required simulations from 500+ to just 120 while achieving better final results. DSS's deterministic nature also meant results were reproducible for regulatory documentation.
Financial Services • Machine Learning Operations
A major bank's fraud detection model degraded every 6-8 weeks as fraudsters adapted their tactics. Each retraining cycle cost $35,000 and took the ML team 2 weeks. False positive rates climbed 40% between retraining cycles, blocking legitimate transactions.
Saturna was deployed as a calibration maintenance layer on top of the existing fraud model. It automatically corrects for drift, maintaining model accuracy without retraining.
Electronics Manufacturing • Industrial Automation
An electronics manufacturer's pick-and-place robots had jerky motion causing component misalignment. Rejected units ran at 2.3%, and the mechanical oscillation was causing premature servo wear requiring $15K maintenance every 6 months.
Command Dosage Control was deployed as a software layer between the motion planner and motor controllers. No hardware changes were required. The system learned optimal dosing parameters for each robot within 2 hours of operation.
Technology • Machine Learning
An ML team needed to tune a transformer model with 47 hyperparameters. Grid search was impossible (10^47 combinations), and Bayesian optimization struggled with the high dimensionality. Each training run took 6 hours on 8 GPUs.
QuantumJolt optimized all 47 hyperparameters simultaneously, finding better configurations in 80 trials than the team had achieved in 6 months of manual tuning.
Healthcare • Medical Devices
A diagnostic device manufacturer faced costly recalibration requirements. Each device needed field service every 3 months at $8,000 per visit. FDA documentation required full audit trails of calibration state.
Saturna was embedded in the device firmware to maintain sensor calibration automatically. The audit trail feature satisfied FDA documentation requirements without manual intervention.