README.md

---
title: Operon Signal Cascade
emoji: "\u26A1"
colorFrom: purple
colorTo: blue
sdk: gradio
sdk_version: "6.5.1"
app_file: app.py
pinned: false
license: mit
short_description: Multi-stage signal amplification pipeline with checkpoints
---

# ⚡ Operon Signal Cascade

Multi-stage signal processing with amplification and checkpoint gates -- like biological signal transduction cascades that amplify and relay messages between cells.

## What to Try

1. Open the **Text Pipeline** tab, type text into the input box (or pick a preset like "XSS attempt"), toggle checkpoint gates on/off, and click **Run Cascade** to see each stage transform the signal.
2. Switch to the **MAPK Cascade** tab, adjust the **Initial Signal** and per-tier **Amplification** sliders, and click **Run MAPK** to watch three-tier biological amplification (MAPKKK, MAPKK, MAPK).
3. Try disabling a checkpoint in the text pipeline to see how the cascade halts at that gate, blocking downstream stages.

## How It Works

Each cascade stage transforms its input and passes the result forward with an amplification factor. Checkpoint gates can block progression at any point, preventing bad data from propagating -- modeled on the MAPK kinase cascade where each tier phosphorylates the next.

## Learn More

[GitHub](https://github.com/coredipper/operon) | [PyPI](https://pypi.org/project/operon-ai/) | [Paper](https://github.com/coredipper/operon/tree/main/article)