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 |
| 🧪 Live Demo | Gradio Dashboard |
| 📦 GitHub | github.com/arf-foundation/agentic-reliability-framework |
| 📅 Book a Call | Calendly |
🔍 Quick Example
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
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
docker build -t arf-api .
docker run -p 7860:7860 arf-api
Then open http://localhost:7860 for the Gradio UI and 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.