---
title: Coherent Compute Engine
emoji: 🌖
colorFrom: pink
colorTo: red
sdk: gradio
sdk_version: 6.2.0
app_file: app.py
pinned: false
license: other
short_description: Live coherence + throughput benchmark (no precomputed result
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/685edcb04796127b024b4805/Sr9bUuYsRuDtVZnb-7kke.png

---

# Coherent Compute Engine

This Space demonstrates a **live, coherent compute engine** running entirely on CPU.

No precomputed benchmarks.  
No synthetic scaling.  
No hidden accelerators.

Every result shown is produced **at runtime** on the machine hosting this Space.

---

## What Is Being Measured

Each “item” is defined as:

> One coherent update of a state vector `[Ψ, E, L]` for a single oscillator.

The engine evolves millions of oscillators using:
- Numerically stable
- Branchless
- Energy-retentive updates

Metrics reported:
- **Throughput** — coherent updates per second
- **Coherence** — stability between initial and final state
- **Mean Energy** — energy retention across the system
- **Elapsed Time** — real wall-clock time

---

## Why This Matters

Most benchmarks optimize for raw FLOPs.  
This engine optimizes for **coherent progression under constraint**.

It shows that:
- High throughput does not require GPUs
- Stability can be preserved at scale
- Energy retention can remain high even under load

This is **architecture**, not a paper claim.

---

## What This Is Not

- Not a neural network
- Not a pre-trained model
- Not a simulation with fixed outputs
- Not a GPU demo

It is a **compute engine**, measured live.

---

## Reproducibility

You can:
- Change oscillator count
- Change step count
- Rerun at any time

Results will change depending on:
- Host CPU
- Available cores
- Runtime conditions

That is the point.

---

## Ethics & Transparency

No data is uploaded.  
No background processes.  
No hidden scaling.

What you see is what runs.

---

## Author

Built as part of the **Rendered Frame Theory (RFT)** engineering work.

Focus:
- Truthful measurement
- Energy-aware compute
- Coherent system design
  
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference