DevOps
Install Forgejo and Set Up CI with Forgejo Actions
Before you reach for a hosted Git service, the real question is what you give up by self-hosting.…
Category
DevOps
AI
Grok 4.5 for DevOps: Tested on Kubernetes, Terraform and CI
Grok 4.5 wrote a production Dockerfile, an OpenTofu VPC, a hardened Kubernetes deployment, a GitHub Actions release pipeline…
DevOps
What Linux, DevOps, and Cloud Engineers Actually Earn in 2026
Base pay for IT workers rose just 0.8% in 2025, according to Motion Recruitment’s 2026 Tech Salary Guide.…
DevOps
Build a Linux DevOps Workstation
A workstation for development work earns its keep in the gaps between keystrokes: the seconds a container image…
DevOps
SonarQube Alternatives for Security-Minded Engineering Leaders
The strongest SonarQube alternatives are judged on one thing: whether they turn security findings into fixed, verified code…
AI
Qdrant Commands and API Cheat Sheet
Qdrant cheat sheet with Docker, Compose, Helm, REST and gRPC API examples, filter syntax, snapshots, cluster commands, and…
AI
Build a Self-Hosted RAG with Qdrant, Ollama, and LangChain
This guide walks through a Retrieval-Augmented Generation pipeline that runs entirely on a single Linux box: no OpenAI…
AI
Monitoring Qdrant with Prometheus and Grafana
The Qdrant cluster from the previous guide is running and serving queries, but nothing is watching it. The…
AI
Multi-node Qdrant Cluster on Kubernetes
A single Qdrant pod handles plenty of throughput, but it has the same failure profile as any single…
AI
Backup, Snapshot, and Restore Qdrant Collections
The vectors in your Qdrant cluster are derived data, but the inputs (model + corpus) often are not…
AI
Secure Qdrant with API Key, TLS, and Nginx Reverse Proxy
A vector database stores embeddings derived from your private data: customer messages, product catalogs, internal documents. Leaving Qdrant…
AI
Qdrant Filters and Payload Indexes: Advanced Search Patterns
Filters are where vector search stops being a demo and starts being useful. A pure nearest-neighbor query returns…