---
title: Path D Adversarial Humanizer
emoji: 🧠
colorFrom: green
colorTo: blue
sdk: docker
app_port: 7860
---

# Path D Adversarial Humanizer

Adversarial paraphrasing inference Space for the humanizer-v3 spec
(Path D). Paraphraser = Qwen3-4B (4-bit) + optional LoRA. Guidance
detector = roberta-large-openai-detector. Per-token autoregressive
loop with detector-guided argmin selection.

## Endpoint

`POST /generate` with payload `{prompt_text, system_prompt,
max_new_tokens, top_p, top_k, temperature}`.

Same contract as the original training Space serve.py.