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047e6c3 620d849 047e6c3 620d849 047e6c3 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 | # 馃 Agentic Reliability Framework MVP
**Author:** [Juan D. Petter](https://github.com/petter2025)
**Stack:** Python 3.10 路 Gradio 5.49.1 路 FastAPI 路 FAISS 路 SentenceTransformers 路 Hugging Face Router API
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## 馃殌 Overview
The **Agentic Reliability Framework MVP** is an intelligent observability and self-healing system that combines:
- **Adaptive anomaly detection** (latency/error-rate monitoring)
- **AI-driven root cause analysis** powered by Hugging Face鈥檚 Inference Router
- **Persistent FAISS vector memory** for incident recall and similarity search
- **Agentic self-healing simulation** (automated reliability responses)
This MVP runs entirely in a Hugging Face Space and doubles as both:
- a **visual Gradio dashboard**, and
- a **REST API backend** (via FastAPI).
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## 鈿欙笍 Features
| Module | Description |
|--------|--------------|
| **Anomaly Detection** | Adaptive thresholding + random test anomalies |
| **AI Insight Generation** | Uses `mistralai/Mixtral-8x7B-Instruct-v0.1` via Hugging Face Router |
| **Self-Healing Simulation** | Randomized corrective actions |
| **Persistent Memory** | FAISS + JSON persistence with file locks |
| **REST API** | `/add-event` route secured with an optional API key |
| **UI Dashboard** | Live anomaly visualization via Gradio Blocks |
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## 馃З Tech Stack
| Component | Purpose |
|------------|----------|
| `gradio` | Dashboard / UI |
| `fastapi` | API backend |
| `sentence-transformers` | Embeddings for FAISS |
| `faiss-cpu` | Vector memory store |
| `requests` | Hugging Face Inference Router calls |
| `filelock` | Safe concurrent persistence |
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## 馃 Architecture Flow
|