---
title: Dialectical Transition Operator
emoji: 🔁
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 5.50.0
app_file: app.py
pinned: false
short_description: Iterative answer + critique self-improvement (Qwen3-8B, RL)
---

# 🔁 Dialectical Transition Operator

An interactive demo of a **self-improvement operator**. Given a **question**, a starting **answer**, and
**three critiques** of that answer, the model produces a **revised answer** and **three fresh critiques**.
Copy the output back into the input and generate again to **iteratively deepen** the answer.

**Model:** Qwen3-8B + two stacked LoRA adapters — a frozen *SFT-voice* adapter and an *RL* adapter trained
with GRPO / set-VPO under a readability- and addressability-aware LLM judge.

⚠️ **Research demo.** It showcases an iterative self-critique mechanism; it is **not** a reliable source of
facts and can produce incorrect or fabricated content.