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---
base_model: unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
license: apache-2.0
language:
- en
---
<div style="display: flex; align-items: flex-start;">
<img src="https://cdn-uploads.huggingface.co/production/uploads/647374aa7ff32a81ac6d35d4/rptpRyhrcUEG3i2OPT897.png" alt="Kubeguru logo" style="width: 250px; height: auto; margin-right: 20px;" />
<div>
<h1 style="margin: 0;">Kubeguru: Your Kubernetes & Linux Expert AI</h1>
<p><em>Ask anything about Kubernetes, Linux, containers—and get expert answers in real-time!</em></p>
<p>
Kubeguru is a specialized Large Language Model (LLM) developed and released by the
<strong>Open Source team at <a href="https://www.spectrocloud.com">Spectro Cloud</a></strong>.
Whether you're managing cloud-native applications, deploying edge workloads, or troubleshooting containerized services, Kubeguru provides precise, actionable insights at every step.
</p>
</div>
</div>
---
### **Key Capabilities**
- **Kubernetes Expertise:** Master Kubernetes operations with confidence. Kubeguru is trained on a vast dataset of Kubernetes content, covering:
- `kubectl` command usage and advanced configurations
- Manifest creation, Helm charts, and deployment strategies
- Troubleshooting, scaling, and upgrading clusters
- Best practices for monitoring, logging, and autoscaling
- **Linux Mastery:** Tap into in-depth knowledge of Linux administration essentials, including:
- Bash scripting and CLI utilities
- Networking, routing, and DNS configuration
- System performance tuning, monitoring, and resource management
- Security hardening, firewalls, and auditing
Kubeguru's training dataset does not include any private data or information from Spectro's customers.
---
### **Built by Kubernetes Experts**
<img src="https://cdn-uploads.huggingface.co/production/uploads/647374aa7ff32a81ac6d35d4/lKKZTFeGZnkyTf_IC2h_s.png" alt="Spectro Cloud logo" style="width: 350px; height: auto;" />
[Spectro Cloud](https://www.spectrocloud.com)’s Palette platform is trusted by some of the world’s most demanding Kubernetes pioneers to manage clusters across multicloud, data center and edge environments — at scale. We’ve drawn on all this Kubernetes experience to build Kubeguru. The Spectro Open Source team meticulously fine-tuned Kubeguru to serve the needs of developers, DevOps engineers, and IT administrators working with Kubernetes and Linux systems. Spectro Cloud's leadership in cloud-native technologies ensures Kubeguru is the perfect companion for modern IT operations.
---
### **Use Cases**
- Accelerate Kubernetes deployments with real-time manifest validations
- Troubleshoot common errors and performance bottlenecks in seconds
- Generate bash scripts for routine tasks and system automation
- Get instant advice on securing Linux servers or fine-tuning network settings
---
### **Edge-Optimized**
Kubeguru is tailored for edge deployments, making it a perfect fit for distributed systems and environments with limited resources. Whether you're working in the cloud, on-premises, or at the edge, Kubeguru is designed for efficiency and rapid response.
---
### **Usage Information**
Kubeguru is released under the same license terms as **Llama 3**, ensuring transparency and openness for developers and users alike. The license covers usage, distribution, and modification of the model.
---
### **Disclaimer**
Kubeguru is intended to assist with Kubernetes and Linux-related tasks, but it should not be treated as a definitive source for critical decisions or production deployments. Users are responsible for reviewing and verifying all outputs before use, especially in live environments. **Spectro Cloud** and the Kubeguru creators assume no liability for any outcomes, issues, or damages resulting from the use of this model.
---
### **Your DevOps Co-Pilot**
Empower your development and operations teams with a highly specialized AI built to simplify complex Kubernetes and Linux workflows. Kubeguru is not just a tool—it's your go-to advisor for everything cloud-native and containerized, brought to you by the Kubernetes leaders at **Spectro Cloud**. To learn more about how Spectro Cloud can help you manage your clusters from edge to cloud, visit [spectrocloud.com](https://spectrocloud.com).
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