Personalized scientific computing

Your research.
Your simulation.
Your way forward.

An AI Research Assistant that helps you understand the evidence, shape the science, and build a simulation environment of your own.

For academic research & corporate R&D

PF / NUMERICAL RELATIVITYr34
Spatial metric surface evolved by the PF portable BSSN gauge-wave solver
FROM AN ACTUAL SIMULATIONWhere spacetime meets the quantum link.Portable vacuum BSSN · Gauge-wave benchmark

01 / Your AI Research Assistant

From a research question
to a working enhancement.

Use natural language as the liaison between your scientific intent and the code. PF brings the conversation into your simulation workflow—with evidence you can inspect and changes you control.

Inside the research workbench5:35

Recorded r34 SaaS walkthrough · Narrated · English captions

Actual r34 interface and retained equation-override test evidence, with scripted AI responses and real numerical execution. Storage setup is shown.

Jump to a chapter
A QUESTION WORTH EXPLORING
“Trace the receiver-mode assumptions behind this result. Help me test a different model in my own simulation stack.”

An illustrative research prompt

Saved arraysSolver sourcePlots & logsYour references
Explore the assistant guide
  1. 01

    Inspect the evidence

    Ask about a completed run. Examine its inputs, numerical arrays, plots, logs and permitted scientific source.

  2. 02

    Propose your enhancement

    Develop a private Python layer with an explanation and a code diff you can review.

  3. 03

    Validate the candidate

    Execute baseline and candidate stacks, then inspect numerical comparisons and reference checks.

  4. 04

    Activate. Run. Refine.

    Explicitly activate a passing layer and use your ordered stack in new simulations.

02 / Your proprietary subsystem

A shared foundation.
A stack that is yours.

Go beyond a fixed configuration. Compose modular enhancements that override permitted scientific Python implementations for your research, while the shared installation remains intact.

YOUR PRIVATE RESEARCH SCOPE
Shared PF scientific coreVersioned source · reference checks · scientific integrations

Illustrative stack organization · Select a layer to explore

MODULAR BY DESIGN

Your model layer

Propose and test a different scientific implementation, such as a receiver-mode assumption. Private source overlays can change permitted equations and behavior as well as numerical settings.

  • Inspect the baseline implementation
  • Compare baseline and candidate numerically
  • Activate only after explicit review
How private layers work
Reviewable diffsNumerical validationExplicit activationTraceable run identity

03 / Research under your control

Your AI account.
Your storage choices.

Build a research environment around your institution’s requirements. Private layer ownership, BYOK and optional BYOS give you distinct controls over access, credentials and retained evidence.

BRING YOUR OWN KEY

The model you choose.
The account you control.

Connect your own credentials for OpenAI, compatible endpoints, DeepSeek, Google Gemini or Anthropic / Claude. Keep provider billing on your own account.

OpenAI DeepSeek Gemini Claude
Explore BYOK
BRING YOUR OWN STORAGE

Keep bulk research data
on your infrastructure.

Connect an S3-compatible destination or an outbound NAS / folder connector. Retain large inputs, results and evidence in the location your research requires.

S3-compatible NAS connector Managed storage
Explore BYOS

PF retains authorization, conversations, layer records and trusted hashes. Selected evidence goes to your configured AI provider. Understand the data boundaries

A connected research workbench

From moving orbits
to quantum-state detail.

Connect specialist models to a research question. Keep each study’s inputs, assumptions and numerical evidence visible as you develop your own private workflow.

Satellite tracking uses periodically refreshed orbit predictions. Gallery examples are recorded numerical studies, with their configurations and interpretation available.

05 / An inspectable scientific foundation

Published foundations.
Private possibilities.

Connect curated scientific references, explicit numerical checks and optional scientific integrations. Follow the assumptions and methods behind a result as you develop your own approach.

Explore the scientific foundation
r34 RELEASE VALIDATION
1,806regression tests passed
252interface checks
25numerical lifecycles

Plus 454 successful subtests. Scripted AI responses, controlled storage endpoints and real local numerical execution.

Read the validation scope

Built for the next question

As your research evolves,
PF Simulation evolves alongside it.

Find your starting point