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title: Agentic Reliability Framework
emoji: 🧠
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: "5.50.0"
app_file: app.py
pinned: false
---
<p align="center">
<img src="https://dummyimage.com/1200x260/000/fff&text=AGENTIC+RELIABILITY+FRAMEWORK" width="100%" alt="Agentic Reliability Framework Banner" />
</p>
<h1 align="center">⚙️ Agentic Reliability Framework</h1>
<p align="center">
<strong>Adaptive anomaly detection + policy-driven self-healing for AI systems</strong><br>
Minimal, fast, and production-focused.
</p>
<p align="center">
<a href="https://www.python.org/"><img src="https://img.shields.io/badge/python-3.10+-blue" alt="Python 3.10+"></a>
<a href="#"><img src="https://img.shields.io/badge/status-MVP-green" alt="Status: MVP"></a>
<a href="#"><img src="https://img.shields.io/badge/license-MIT-lightgrey" alt="License: MIT"></a>
</p>
<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width,initial-scale=1" />
<title>Agentic Reliability Framework — Live Demo</title>
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</head>
<body>
<div class="wrap">
<div class="card" role="main" aria-labelledby="title">
<header>
<div class="logo" aria-hidden="true">ARF</div>
<div style="flex:1">
<h1 id="title">🔧 Agentic Reliability Framework — Live Demo</h1>
<p class="lead">AI that detects failures before they happen. Systems that explain themselves and heal automatically. Reliability that compounds revenue.</p>
<div class="badges" aria-hidden="false">
<!-- Tests badge (example) -->
<a class="badge" href="https://github.com/petterjuan/agentic-reliability-framework/actions" target="_blank" rel="noopener noreferrer">
<img src="https://img.shields.io/badge/tests-157%20/158%20passing-brightgreen" alt="Tests" style="height:18px;margin-right:8px;vertical-align:middle;"> Tests
</a>
<!-- Python badge -->
<a class="badge" href="https://www.python.org/downloads/release/python-310/" target="_blank" rel="noopener noreferrer">
<img src="https://img.shields.io/badge/python-3.10%2B-3776AB" alt="Python" style="height:18px;margin-right:8px;vertical-align:middle;"> Python 3.10+
</a>
<!-- License badge -->
<a class="badge" href="https://github.com/petterjuan/agentic-reliability-framework/blob/main/LICENSE" target="_blank" rel="noopener noreferrer">
<img src="https://img.shields.io/badge/license-MIT-blue" alt="License" style="height:18px;margin-right:8px;vertical-align:middle;"> MIT
</a>
<!-- Hugging Face Space badge -->
<a class="badge" href="https://huggingface.co/spaces/petter2025/agentic-reliability-framework" target="_blank" rel="noopener noreferrer">
<img src="https://img.shields.io/badge/Hugging%20Face-Space-FF6A00" alt="Hugging Face Space" style="height:18px;margin-right:8px;vertical-align:middle;"> Hugging Face Space
</a>
</div>
</div>
</header>
<div class="section columns" style="align-items:start;">
<div class="panel">
<h3 style="margin-top:0">Why this matters</h3>
<p style="color:var(--muted);margin:8px 0 12px 0;">Most AI systems can think. Few stay reliable under real traffic, model drift, and cascading failures. Production incidents silently erode revenue and trust. ARF is an agentic system built to see, reason, and act — reducing detection time from hours to milliseconds and recovery time from minutes to seconds.</p>
<h3 style="margin-top:14px">What this demo shows</h3>
<ul>
<li>Real-time anomaly detection powered by adaptive embeddings & FAISS</li>
<li>LLM-backed root-cause explanations in plain language</li>
<li>Predictive failure forecasts and time-to-failure estimates</li>
<li>Policy-driven automated recovery with circuit breakers & cooldowns</li>
</ul>
<div class="section">
<h3>How it works — simple</h3>
<ol style="color:var(--muted); padding-left:18px; margin:8px 0 0 0;">
<li>Ingest signals (logs, metrics, traces, model outputs)</li>
<li>Embed behavior with SentenceTransformers → FAISS index</li>
<li>Detect anomalies, reason about root cause, and score risk</li>
<li>Trigger automated remediation actions & persist learnings</li>
</ol>
</div>
<div class="section">
<h3>Try the demo</h3>
<p style="color:var(--muted);margin:8px 0;">Trigger anomalies, watch the Detective & Diagnostician agents, inspect FAISS memory neighbors, and see the policy engine heal the system — all in real time.</p>
<div class="cta" role="navigation" aria-label="Quick links">
<a class="btn primary" href="https://huggingface.co/spaces/petter2025/agentic-reliability-framework" target="_blank" rel="noopener noreferrer">Open Live Space</a>
<a class="btn ghost" href="https://github.com/petterjuan/agentic-reliability-framework" target="_blank" rel="noopener noreferrer">View Full Repo</a>
</div>
</div>
</div>
<aside>
<div class="panel">
<h3 style="margin-top:0">High-Impact Use Cases</h3>
<div class="usecase" role="article" aria-labelledby="uc-ecom">
<h4 id="uc-ecom">🛒 E-commerce</h4>
<p><strong>Problem:</strong> Cart abandonment surges during traffic peaks.<br>
<strong>Solution:</strong> Detect payment gateway slowdowns before customers notice.<br>
<strong>Result:</strong> <strong>15–30% revenue recovery</strong> during critical hours.</p>
</div>
<div class="usecase" role="article" aria-labelledby="uc-saas">
<h4 id="uc-saas">💼 SaaS Platforms</h4>
<p><strong>Problem:</strong> API degradation quietly impacts UX.<br>
<strong>Solution:</strong> Predictive scaling + auto-remediation.<br>
<strong>Result:</strong> <strong>99.9% uptime</strong> under unpredictable load.</p>
</div>
<div class="usecase" role="article" aria-labelledby="uc-fin">
<h4 id="uc-fin">💰 Fintech</h4>
<p><strong>Problem:</strong> Transaction failures increase churn.<br>
<strong>Solution:</strong> Real-time anomaly detection + self-healing.<br>
<strong>Result:</strong> <strong>8× faster incident response</strong> and fewer failed transactions.</p>
</div>
<div class="usecase" role="article" aria-labelledby="uc-health">
<h4 id="uc-health">🏥 Healthcare Tech</h4>
<p><strong>Problem:</strong> Monitoring systems can’t fail — lives depend on them.<br>
<strong>Solution:</strong> Predictive analytics + automated failover.<br>
<strong>Result:</strong> <strong>Zero-downtime deployments</strong> across critical operations.</p>
</div>
</div>
<div class="panel" style="margin-top:12px;">
<h3 style="margin-top:0">Minimal HF Space Files</h3>
<pre>
app.py
config.py
models.py
healing_policies.py
requirements.txt
runtime.txt
.env.example
assets/*
README.md (this file)
</pre>
<p style="color:var(--muted);margin-top:8px;font-size:13px;">Tip: keep the Space lean — exclude tests, docs, CI, and large dev assets.</p>
</div>
</aside>
</div>
<div class="section">
<h3 style="margin-top:0">Who this is for</h3>
<p style="color:var(--muted);margin:8px 0;">Engineers, SREs, founders, and platform teams who treat reliability as a strategic advantage. If uptime matters to your business, agentic reliability converts stability into revenue and trust.</p>
</div>
<div class="section">
<h3 style="margin-top:0">Want this deployed in your environment?</h3>
<p style="color:var(--muted);margin:8px 0;">We provide integration, deployment, and reliability audits for enterprise stacks (AWS, GCP, Azure, k8s). Contact: <a href="mailto:petter2025us@outlook.com" style="color:var(--accent);text-decoration:none;">petter2025us@outlook.com</a></p>
</div>
<footer>
<div style="display:flex;justify-content:space-between;align-items:center;gap:12px;flex-wrap:wrap;">
<div>Built by <strong>Juan Petter</strong> · <span style="color:var(--muted)">Production-focused AI reliability</span></div>
<div style="display:flex;gap:10px;align-items:center;">
<a href="https://github.com/petterjuan/agentic-reliability-framework" target="_blank" rel="noopener noreferrer" style="color:var(--muted);text-decoration:none;">GitHub</a>
<span style="color:var(--muted)">·</span>
<a href="https://huggingface.co/spaces/petter2025/agentic-reliability-framework" target="_blank" rel="noopener noreferrer" style="color:var(--muted);text-decoration:none;">Hugging Face Space</a>
</div>
</div>
</footer>
</div>
</div>
</body>
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