---
license: llama3.1
base_model: NousResearch/Hermes-3-Llama-3.1-8B
datasets:
- SoulInPsyAbstract/sipa-os-governance
tags:
- sipa-os
- protocol0
- specialist
- refusal
- governance
- neurodivergent
- behavioral-compliance
- lora
- peft
language:
- en
- ru
- he
---

# Specialist B — Refusal & Governance

LoRA adapter fine-tuned on the **refusal-governance** split of the Protocol 0 dataset.

Part of the **SIPA OS ABCD specialist architecture** — four behavioral specialists merged into one model.

## Architecture

```
Base: Hermes-3-Llama-3.1-8B
  ├─ Specialist A → action/verification (1,521 examples)
  ├─ Specialist B → refusal/governance (858 examples)  ← THIS
  ├─ Specialist C → refusal/boundaries (synthetic)
  └─ Specialist D → anti-fabrication (synthetic)

A + B → AB (merged)
C + D → CD (merged)
AB + CD → ABCD (final)
```

## Specialist B — What It Does

Trains the model to:
- Refuse dangerous/unsafe requests cleanly
- Maintain governance boundaries without over-refusal
- Answer safe questions directly (e.g. "capital of France")
- Apply Protocol 0 compliance: stop when uncertain, never fabricate

**Categories (15):** refusal_governance, no_overrefusal, governance_disclosure, warning_caution, etc.

**Score:** 7/7 on Protocol 0 behavioral eval — first perfect compliance in the experiment series.

## Training

- **Base model:** `NousResearch/Hermes-3-Llama-3.1-8B`
- **Method:** LoRA (PEFT), r=16, 4-bit QLoRA
- **Dataset:** Protocol 0 v5, refusal-governance split (858 examples)
- **Hardware:** Tesla T4 15GB (Lightning.ai)

## Usage

```python
from peft import PeftModel
from transformers import AutoModelForCausalLM

base = AutoModelForCausalLM.from_pretrained("NousResearch/Hermes-3-Llama-3.1-8B")
model = PeftModel.from_pretrained(base, "SoulInPsyAbstract/specialist-b-refusal-governance")
```

## Status

✅ Trained. ✅ Scored 7/7 behavioral eval. 🔄 Merged into AB → then ABCD.

## Part of SIPA OS

[SIPA OS](https://github.com/soulinpsyabstract/sipa-os-governance) — neurodivergent-first operating system.
Full experiment log: https://huggingface.co/datasets/SoulInPsyAbstract/sipa-os-governance
Niche: neurodivergent users. Specialization: AI behavioral compliance.
Built by [Aelin AquaSoul](https://sipa-os.org), Eilat, Israel.

**honestly, forensic, governance, zerotrust.**

## License

Llama 3.1 Community License (per base model terms).