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HLC · Cipher CTS

HLC — Hierarchical Latent Controller: local predictive maintenance

Know how many operating cycles of life a machine has left. HLC runs on your own hardware: no cloud, no account, nothing leaves your machine.

▶ Run the live demo⬇ Get the evaluation build

Live Engine Console

CHECKING

Run a simulated fleet scenario through the HLC engine on your own machine. Nothing is sent to any cloud.

Remaining Useful Life

AWAITING RUN

Marks on the dial: 25 and 50 cycles. Under 25 means act now.

Systemic Friction (Ojas Ledger)

—baseline is 1.0
— msLocal CPU SiliconZero Cloud Dependency

Run a simulation to measure it live on your machine.

Choose a simulation above. It runs the real engine on your own computer.

Proven on real turbofan data

  • 15.3 cycles
    Test RMSE on the NASA C-MAPSS FD001 test set
    Lower is better. Average miss is about 15 cycles.
  • 0.93
    Predicted-vs-True Life Correlation
    Pearson r across all 100 test engines.
  • 100%
    Imminent Failure Capture Rate (flagged CRITICAL or WARNING)
    Of 19 engines within 25 cycles of failure: 15 CRITICAL, 4 WARNING, 0 missed
  • ~787 KB
    Self-Contained Edge Distribution Footprint
    805,871 bytes, weights included.

Benchmarked on NASA C-MAPSS FD001 (simulated turbofan data).

Evaluation & Benchmarking Build (Personal & Non-Commercial Use Only)

Deploy the Sovereign Edge Engine

Your own predictive-maintenance engine, running entirely on your hardware.

Download HLC Edge Engine v2 (.ZIP)

Proprietary Evaluation License • Offline Python/FastAPI Runner • Mac, Linux, & Edge ARM/x86 compatible.

hlc_edge_engine_v2_nasa.zip · 787 KB (805,871 bytes)

Verify your download (SHA-256)9ce365320a9b3ca8f973064d06c12e93ab5847b7db8c1150078ea5c395614839

© 2026 Cipher CTS. All Rights Reserved. This free download is licensed for personal, non-commercial evaluation and benchmarking only. Production, industrial fleet, or revenue-generating use requires a paid commercial license from Cipher CTS. The LICENSE, NOTICE and THIRD_PARTY_NOTICES files are in the zip. NASA C-MAPSS data is not included and has its own terms. Read the full license.

Quick start

  1. Check Python. You need python3 3.9 or newer. The first run needs internet once, to fetch the CPU build of PyTorch.
  2. Unzip and run. In a terminal inside the hlc_edge_engine folder: bash run_engine.sh
  3. Keep this page open. The status above turns ENGINE ONLINE and the simulations use your engine.
Commercial license

Enterprise Fleet Deployment

$499 / asset / year

The free evaluation build is for personal, non-commercial use only. The commercial license covers production use of the engine per asset, with a license agreement and support.

  • Production & revenue-generating use rights per licensed asset
  • Commercial license agreement
  • Priority support
  • Multi-asset dashboard license Coming soon
  • Custom sensor schema generator Coming soon

You choose how many assets (1 to 50) on the secure Stripe page. Payments are handled by Stripe.

Read the Cipher CTS Commercial License Terms. You accept them when you purchase.

Questions, more than 50 assets, or prefer an invoice? Contact: team@ciphercts.com

Deploy in Production — Contact Cipher CTS for Fleet Licensing & Custom Telemetry Integration

The free download above is for personal, non-commercial evaluation and benchmarking only. Production, industrial fleet, or revenue-generating use needs a paid commercial license.

Email team@ciphercts.com about production licensing
Advanced

Knocks out 6 of the 21 sensor channels (3 read zero, 3 freeze) in the last scenario you ran.