Documentation

How Singularis works

What runs where, what we measure, and what is available today. No internals, just the facts you need to evaluate it.

Where things run

Singularis has two parts. Only one of them does any computing.

PartRuns onDoesNever does
WebsiteOur serverSign-in, credits, consent, job queueRun jobs or see job contents
Desktop appYour computerAll computingSend your data to us

A job, step by step

  1. You sign in. Verified email, with optional two-factor sign-in.
  2. You allow computing on this device. Nothing runs before this.
  3. You connect the desktop app (needs Python 3.9+ and a few terminal commands, about 10 minutes) with a one-time pairing code that expires after 120 s.
  4. You start a job. The website queues it for your desktop app only.
  5. The desktop app runs it on your computer and reports back the time used and a checksum. The contents stay with you.
  6. Time is charged by the second against your credits.

The free session

100 credits per invited, verified account, equal to 30 minutes (1,800 s) of compute, through Fri Oct 16, 2026, 11:59 PM CT.

MinutesHardwareNotes
0–20CPUWorks on any computer
20–30GPU boostIf a GPU is present, with a live speed comparison. Otherwise the CPU continues.

Measured numbers

ResultValueCompared withNote
AI training16.5×Same program on 1-thread CPURTX 4090, same test accuracy 1
Dense math18.3×Same program on 1-thread CPURTX 4090, checked against reference 1
FFT3.2×Same program on 1-thread CPURTX 4090, checked against reference 1
Compression, total1.28× smallerxz -9e21 files, 9,135,000 B → 1,298,289 B 2
Compression, total1.49× smallerzstd -19Same 21 files 2
Compression, per file11 of 21Every other tool testedSmallest of all on these files 2
  1. Wall-clock time for identical work on an NVIDIA RTX 4090 against the same Singularis program on CPU. A speedup counts only if results match.
  2. Measured October 13, 2026. Every file decoded and compared byte for byte. Already-compressed and random data do not shrink.

System status

What is available in this private preview.

ComponentStatus
Website, sign-in and creditsAvailable
Desktop app, CPUAvailable
GPU boostOptional Last 10 minutes of the free session
Fuller GPU useUpcoming Pending US government approval of the full platform
Secure exchangeComing soon Pending United States government approval

Limits

  • One free session per verified account.
  • Credits are offered only to American organizations, pending approval of the United States government.
  • Results depend on your hardware and your data. The free session lets you measure your own.