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title: Agentic Reliability Framework
emoji: 🤖
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colorTo: green
sdk: static
pinned: false
license: apache-2.0
short_description: Bayesian governance for agentic systems
---

# Agentic Reliability Framework (ARF)

**Open‑source advisory engine for cloud infrastructure governance.**

ARF provides **provably safe, mathematically grounded recommendations**—approve, deny, or escalate—when users request provisioning, configuration, or access changes.

## 🔍 What we do

- **Bayesian online learning** with conjugate priors
- **Offline pattern discovery** via Hamiltonian Monte Carlo (HMC)
- **Composable policy algebra** for fine‑grained rules
- **Semantic memory** (FAISS) for context‑aware decisions

## 🚀 Key Links

- [GitHub Repository](https://github.com/arf-foundation/agentic-reliability-framework)
- [ARF v4 Demo Space](https://huggingface.co/spaces/A-R-F/Agentic-Reliability-Framework-v4)
- [Legacy API Demo](https://huggingface.co/spaces/A-R-F/Agentic-Reliability-Framework-API)

## 📊 Deterministic Probability Thresholds (DPT)

Instead of fuzzy logic, ARF uses transparent thresholds:
- **Approve** if P(failure) < 0.2
- **Deny** if P(failure) > 0.8
- **Escalate** otherwise

## 🤝 Contribute

ARF is open source (Apache 2.0). Contributions welcome!

README.md

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