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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ title: Agentic Reliability Framework
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+ license: apache-2.0
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+ short_description: Bayesian governance for agentic systems
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+ ---
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+ # Agentic Reliability Framework (ARF)
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+ **Open‑source advisory engine for cloud infrastructure governance.**
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+ ARF provides **provably safe, mathematically grounded recommendations**—approve, deny, or escalate—when users request provisioning, configuration, or access changes.
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+ ## 🔍 What we do
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+ - **Bayesian online learning** with conjugate priors
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+ - **Offline pattern discovery** via Hamiltonian Monte Carlo (HMC)
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+ - **Composable policy algebra** for fine‑grained rules
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+ - **Semantic memory** (FAISS) for context‑aware decisions
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+ ## 🚀 Key Links
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+ - [GitHub Repository](https://github.com/arf-foundation/agentic-reliability-framework)
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+ - [ARF v4 Demo Space](https://huggingface.co/spaces/A-R-F/Agentic-Reliability-Framework-v4)
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+ - [Legacy API Demo](https://huggingface.co/spaces/A-R-F/Agentic-Reliability-Framework-API)
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+ ## 📊 Deterministic Probability Thresholds (DPT)
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+ Instead of fuzzy logic, ARF uses transparent thresholds:
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+ - **Approve** if P(failure) < 0.2
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+ - **Deny** if P(failure) > 0.8
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+ - **Escalate** otherwise
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+ ## 🤝 Contribute
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+ ARF is open source (Apache 2.0). Contributions welcome!