CSF Core · AI Inference Runtime · Delaware C-Corp

Maximum Accuracy.
Minimal Compute.

A new AI inference architecture class that breaks the trade-off between speed and accuracy — by preserving information across the entire network instead of destroying it layer by layer.

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2.4×
Throughput
Same hardware. 2.4× more output. Runs 5 concurrent tasks where others run 1.
80%
Fewer Parameters
80% smaller footprint. Edge-deployable without memory upgrades.
+3.5%
Top-1 Accuracy
Higher accuracy on ImageNet-1K vs YOLOv8-S. Not a trade-off.
13.8%
More Resilient
Greater robustness across 15 real-world distortions — fog, noise, blur.
What We Built

The Efficiency Wall
is broken.

MYELION is a deep tech company that has built CSF Core — a patented architectural class based on Cross-Scale Fusion, a fundamentally different approach to how neural networks process information.

Where traditional models (CNNs and Transformers) are forced to choose between speed and accuracy, CSF Core eliminates that choice. Information is preserved across all scales of the network simultaneously — nothing is discarded, nothing is rebuilt from approximation.

CSF Core is not a fine-tuned model. It is a new architectural foundation, deployable from H100 data centers to edge silicon, across vision, lidar, radar, and multimodal systems. At 9.2 kWh per 1M images, it is the most energy-efficient architecture in its class.

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No other architecture simultaneously delivers
80% fewer parameters
+3.5% higher Top-1 accuracy
2.4× throughput
13.8% greater robustness
9.2 kWh per 1M images

This combination does not exist elsewhere. CSF Core is the first architectural class to break the Efficiency Wall — not by optimizing existing models, but by rethinking the foundation.

Built For

Deployable across every high-stakes environment.

These are example verticals. The architecture's potential extends to every domain that demands real-time, high-accuracy AI perception.

Defense & Aerospace

Mission-critical perception in fog, dust, and low-light. Stable where standard architectures fail.

13.8% higher resilience · 15 distortions tested

Autonomous Mobility

Real-time vehicle and fleet perception. Same hardware, double the pipeline.

2.4× throughput · 168 FPS on H100

Industrial Inspection & Edge

Pre-installable SDK on industrial hardware. 5 concurrent tasks on existing edge silicon.

80% smaller footprint · No memory upgrade

Smart Cities & Surveillance

Scalable vision across thousands of edge nodes. Low compute, high accuracy.

42% fewer servers · 9.2 kWh/1M images

These are examples. The potential application space is defined by our partners. If your domain demands reliable, efficient visual intelligence — CSF Core is the foundation. Let's talk →