---
license: apache-2.0
base_model: Delentia/delentia-slm-jitna-v0.4
tags:
- lora
- peft
- devops
- rct-analyst
- system-triage
- mirror-mode
- self-evolving
- microservices
---

# Delentia SLM — System DevOps & RCT Analyst v0.4 (DLT-system-devops-lora-draft)

> [!NOTE]
> **ONLINE DRAFT / STAGING SANDBOX (ระบบแบบร่างออนไลน์):**
> โมเดลนี้อยู่ภายใต้ขั้นตอนการทดสอบและจัดทำดราฟท์โครงสร้างสถาปัตยกรรม (Sandbox Staging Phase) สำหรับพัฒนาต่อยอดจากโมเดลหลักขององค์กร ปัจจุบันจะแสดงผลเฉพาะเอกสารคุณสมบัติ (README) เท่านั้น โดยไฟล์น้ำหนักโมเดลจริงจะถูกพุชเข้าระบบหลังจากผ่านการทดสอบและฝึกสอน (Fine-tuning) เป็นที่เรียบร้อย


The System DevOps & RCT Analyst is a diagnostic system-management PEFT LoRA adapter for **Delentia OS v0.4**. Working in **Adversarial Mirror Mode**, it parses system telemetry logs, challenges bottlenecks, and generates JITNA kernel configuration outputs to self-heal microservice states and optimize resource scheduling.

## 🔗 Platform Dependencies
This adapter must be loaded dynamically on the system's cognitive core:
*   **Base Engine:** [Delentia/delentia-slm-jitna-v0.4](https://huggingface.co/Delentia/delentia-slm-jitna-v0.4) (Official Org Core)
*   **Official System Portal:** [Delentia Labs](https://huggingface.co/Delentia)

---

## 🚀 Runtime Input/Output Examples (ตัวอย่างการรันไทม์)

### Example 1: Resolving VRAM Saturation Warning
*   **Prompt (Input):**
    > Analyze telemetry logs: node_4500 experienced VRAM Saturation (94% utilization). Scribe compression is at 3.5x. Recommend mitigation.

*   **Completion (Output):**
    ```json
    {
      "system_alert": "VRAM_CRITICAL_WARNING",
      "root_cause": "Low Scribe compression ratio under heavy context query loops.",
      "recommended_action": "Trigger recursive Scribe delta compression sequence, target compression ratio >= 30.96x.",
      "nodes_to_restart": ["node_4500_scribe_executor"]
    }
    ```

### Example 2: Challenge Latency Bottlenecks (Adversarial Mirror Mode)
*   **Prompt (Input):**
    > Adversarial Query: "Why is node_4500 suffering from high latency? The CPU utilization is only 12%. Challenge the assumption that hardware is the bottleneck."

*   **Completion (Output):**
    > I: challenge hardware bottleneck | D: cpu: 12%, latency: high | Δ: buffer_size: adjusted | A: TriggerMirrorAnalysis() | R: Adversarial synthesis: Latency is caused by Scribe memory lock contention, not hardware capacity | M: mitigation: reconfigure scribe lock to non-blocking mode

---

## Technical Specifications
*   **Fine-Tuning Method:** System-Triage instruction QLoRA (r=32, alpha=64)
*   **Diagnostic Range:** Monitors up to 33 microservices (Infrastructure, Core Processing, GAIA integrations, support)
*   **Inference Latency:** **< 12ms** swap and execution.