---
license: apache-2.0
base_model: unsloth/Meta-Llama-3.1-8B-bnb-4bit
tags:
- text-classification
- peft
- lora
- delentia-os
- JITNA
---

# Delentia SLM — The Router (slm-jitna-router)

The Router is a specialized Sequence Classification LoRA adapter within the **Delentia OS 1+4 Pillar Architecture**. Its primary role is to intercept incoming user intents and classify them into one of the specialized execution pathways at ultra-low latency.

## Technical Specifications
- **Base Model:** `unsloth/Meta-Llama-3.1-8B-bnb-4bit`
- **Fine-Tuning Method:** Sequence Classification QLoRA (SEQ_CLS adapter)
- **Target Modules:** `q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj`
- **Output Labels:**
  - `0`: Executor (Tool / JSON Execution)
  - `1`: Router Base (Conversational / Standard Prompt)
  - `2`: Guardian (Safety Shield evaluation)
  - `3`: Scribe (Context compression/summarization)

## Optimization Details
- **Zero Static Padding:** Re-engineered training pipeline removes static padding and reduces input context to `max_length=512`.
- **Inference Latency:** **20-50 milliseconds** on consumer-grade local hardware, enabling instantaneous routing decisions.
- **Accuracy Gate:** Achieved $\ge 96\%$ intent classification accuracy on JITNA router evaluation dataset.