metadata
title: README
emoji: 📊
colorFrom: indigo
colorTo: red
sdk: gradio
pinned: false
sdk_version: 6.9.0
title: Agentic Reliability Framework emoji: 🤖 colorFrom: blue 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
📊 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!