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# PPP-36B
A Seed-OSS-36B-Instruct (https://huggingface.co/ByteDance-Seed/Seed-OSS-36B-Instruct) model trained to localize function names in a repository (SWE-Func-Loc) and interact with users in a proactive and personalized way.
**Paper:** Training Proactive and Personalized LLM Agents (https://arxiv.org/pdf/2511.02208)
**Github:** https://github.com/sunnweiwei/PPP-Agent
## Serving with vLLM
This model includes bias terms in attention output projections. To serve correctly:
```bash
wget https://huggingface.co/sunweiwei/PPP-36B/resolve/main/patch_seed_oss.py
python -c "import patch_seed_oss" && vllm serve sunweiwei/PPP-36B
```
Or in Python:
```python
import patch_seed_oss # Load once after downloading
from vllm import LLM
llm = LLM("sunweiwei/PPP-36B")
```
The patch reads the attention_out_bias config parameter to properly initialize the model.