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24 changes: 15 additions & 9 deletions README.md
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# SentinelAI — Reproducible Drift-Monitoring Reference System

[![CI](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/ci-cd.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/ci-cd.yml)
[![AWS telemetry](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/aws-telemetry.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/aws-telemetry.yml)
[![Research benchmark](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/benchmarks.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/benchmarks.yml)
[![Security](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/security.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/security.yml)
[![SAST](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/sast.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/sast.yml)
[![Schema validation](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/data-validation.yml/badge.svg)](https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/data-validation.yml)
[![Reference p95](https://img.shields.io/badge/Python_reference_p95-54.7_%C2%B5s-6f42c1)](benchmarks/benchmark_report.md)
[![Synthetic decision F1](https://img.shields.io/badge/synthetic_decision_F1-1.000-2ea44f)](benchmarks/benchmark_report.md)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
<p align="center">
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/ci-cd.yml"><img alt="CI" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/ci-cd.yml/badge.svg" /></a>
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/aws-telemetry.yml"><img alt="AWS telemetry CI" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/aws-telemetry.yml/badge.svg" /></a>
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/benchmarks.yml"><img alt="Research benchmark" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/benchmarks.yml/badge.svg" /></a>
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/security.yml"><img alt="Security" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/security.yml/badge.svg" /></a>
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/sast.yml"><img alt="SAST" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/sast.yml/badge.svg" /></a>
<a href="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/data-validation.yml"><img alt="Schema validation" src="https://github.com/CoreyLeath-code/SentinelAI/actions/workflows/data-validation.yml/badge.svg" /></a>
</p>

<p align="center">
<a href="docs/aws-firehose-s3.md"><img alt="AWS Data Firehose and S3" src="https://img.shields.io/badge/AWS-Data%20Firehose%20%2B%20S3-FF9900?logo=amazonwebservices&amp;logoColor=white" /></a>
<a href="benchmarks/benchmark_report.md"><img alt="Python reference p95" src="https://img.shields.io/badge/Python_reference_p95-54.7_%C2%B5s-6f42c1" /></a>
<a href="benchmarks/benchmark_report.md"><img alt="Synthetic decision F1" src="https://img.shields.io/badge/synthetic_decision_F1-1.000-2ea44f" /></a>
<a href="LICENSE"><img alt="License MIT" src="https://img.shields.io/badge/License-MIT-yellow.svg" /></a>
</p>

## Abstract

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