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title: Agentic Reliability Framework (ARF) v4 API
emoji: 🤖
colorFrom: blue
colorTo: green
sdk: docker
python_version: '3.10'
app_file: app.py
pinned: false
---
# Agentic Reliability Framework (ARF) v4.2.0 – AI Reliability & Self-Healing Control Plane
**Problem:** Most AI‑driven governance systems fail silently in production, leading to outages, security breaches, and compliance violations.
**Solution:** ARF turns probabilistic AI into deterministic, auditable action using Bayesian inference, semantic memory, and deterministic probability thresholds (DPT).
**Outcome:** Reduce MTTR by up to 85% with self‑healing systems, backed by fully explainable risk scores.
---
## 🚀 Start Here
| | |
|--|--|
| **📚 API Docs** | [https://a-r-f-agentic-reliability-framework-api.hf.space/docs](https://a-r-f-agentic-reliability-framework-api.hf.space/docs) |
| **🧪 Live Demo** | [Gradio Dashboard](https://a-r-f-agentic-reliability-framework-api.hf.space/) |
| **📦 GitHub** | [github.com/arf-foundation/agentic-reliability-framework](https://github.com/arf-foundation/agentic-reliability-framework) |
| **📅 Book a Call** | [Calendly](https://calendly.com/petter2025us/30min) |
---
## 🔍 Quick Example
```python
import requests
response = requests.post(
"https://a-r-f-agentic-reliability-framework-api.hf.space/v1/incidents/evaluate",
json={
"service_name": "payment-gateway",
"event_type": "latency_spike",
"severity": "high",
"metrics": {"latency_p99": 350, "error_rate": 0.12}
}
)
print(response.json())
```
The response includes a full HealingIntent with:
* risk\_score: calibrated failure probability
* risk\_factors: additive contributions from conjugate prior, hyperprior, and HMC
* recommended\_action: approve, deny, or escalate
* decision\_trace: expected losses and variance
🧠 Key Capabilities
-------------------
* **Bayesian Risk Scoring** – Conjugate priors + HMC for calibrated uncertainty.
* **Semantic Memory** – FAISS‑based retrieval of similar past incidents.
* **DPT Thresholds** – Deterministic approve/deny/escalate (0.2/0.8).
* **Multi‑Agent Orchestration** – Anomaly detection, root cause, forecasting.
📊 Architecture
---------------
```text
User Request → Policy Evaluation → Cost Estimation → Risk Scoring
↓
HealingIntent ← Decision (Bayesian Loss)
```
All decisions are immutable, signed, and fully traceable via ancestor\_chain and infrastructure\_intent fields.
🔧 Local Development
--------------------
```bash
docker build -t arf-api .
docker run -p 7860:7860 arf-api
```
Then open [http://localhost:7860](http://localhost:7860/) for the Gradio UI and [http://localhost:7860/api/docs](http://localhost:7860/api/docs) for the API.
📚 About ARF
------------
Agentic Reliability Framework is an open‑source advisory engine for cloud infrastructure governance, powered by Bayesian inference. Learn more at [github.com/arf-foundation](https://github.com/arf-foundation). |