Flawless  by William-Lu-stack

AI-native SRE control plane for Kubernetes and cloud infrastructure

Created 2 weeks ago

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847 stars

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Project Summary

Summary

LuxyAI is an AI-native SRE control plane for Kubernetes and cloud infrastructure, enabling systems to self-explain, safely self-heal, and audibly prove recovery. It targets SREs and operations teams, offering an auditable "AgenticOps Loop" integrating alerts, evidence, topology, human approval, and controlled remediation to enhance infrastructure reliability.

How It Works

The core "AgenticOps Loop" emphasizes "Evidence First," "Guarded Action," and "Verified Recovery." It ingests diverse data (alerts, logs, metrics, topology) for diagnosis. Actions are strictly controlled via RBAC, policies, dry-runs, and human approval. Recovery is validated by re-testing the original symptom, and the system learns from failed remediation strategies, persisting lineage across restarts.

Quick Start & Requirements

Installation involves cloning, configuring LLM API endpoints, building the frontend, and running via uvicorn. Docker and Kubernetes (Helm) deployments are supported. Prerequisites include Python, Node.js, and an LLM gateway. Local setup requires configuring .env. Links to the GitHub repo and "Field Notes" are available.

Highlighted Details

  • AgenticOps Loop: Integrates alerts, evidence, topology, human approval, remediation, verification.
  • Controlled Remediation: Features evidence collection, change preview, human approval, execution, post-change verification.
  • SRE Chat: ChatGPT-style console with cluster context.
  • Skills Library: Portable operational knowledge packages for agent reuse.
  • Knowledge Base: Supports RAG for operations.
  • Persistent Remediation Lineage: Records failed strategies and recovery evidence, surviving restarts.
  • Unified Resource API: Standardizes infrastructure resource access.

Maintenance & Community

Created by 陆宣宇 (Xuanyu Lu), LuxyAI is presented as a project "building in public" with a roadmap to evolve into an AgenticOps operating system. A bilingual "Field Notes" series details its development. Specific community channels are not listed.

Licensing & Compatibility

Released under the PolyForm Noncommercial License 1.0.0. Permits non-commercial use, study, modification, and redistribution. Commercial use, hosted services, resale, or product bundling require explicit written authorization from the maintainer. Not an OSI-approved open-source license.

Limitations & Caveats

The primary limitation is the non-commercial license, restricting adoption in commercial products without separate agreement. High-risk actions require explicit operator confirmation. Custom algorithm extensions, credentials, and production topology data are excluded from the public repository.

Health Check
Last Commit

1 day ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
3
Star History
852 stars in the last 17 days

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