Compute
Cloud-Optional & Silicon-Flexible
Run wherever it makes sense. The encoded artifact and wrapper travel cleanly from laptops to racks to microcontrollers, so you can deploy on CPUs, GPUs, NPUs, and embedded-class processors without rebuilding your pipeline. Cloud is optional: on-prem, hybrid, multi-cloud, or fully offline all work with the same package.
The input shape is uniform and compact, which reduces bandwidth and memory pressure on constrained devices and simplifies scheduling in shared environments. Hardware choice remains a cost–performance decision, not a compatibility project. When a plain copy is required, restore is bit-perfect and verifiable.
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Compute
Compute
Edge-Capable, Offline & Air-Gapped
Friendly Run where networks are constrained or absent
Compute
Compute
Transparent Wrapper for Existing Models
Adopt without retraining; preserve outcomes
Compute
Significantly Less Preprocessing
Materially fewer prep stages vs baseline
Compute
Direct Execution on Encoded Data
Inference and fine-tuning without a decode step
Data
Data
Archive-Grade Durability
Fewer rotations/rewrites; resilient short of catastrophic loss
Data
Fewer Replicas & Lower Sync Bandwidth
Leaner movement and comparison with built-in verification
Data
Data
Data
Noise & Decay Robustness
Recover through real-world corruption within defined bounds
Data
Guaranteed Lossless Compression
Smaller files with bit-for-bit, verifiable restore.