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Hardware Price Crisis: GPUs and RAM in 2025-2026

 The hardware market is in turmoil. Both RAM and GPU prices are increasing . Since September 2025, we’ve witnessed unprecedented price increases across PC components. DDR5 memory kits now cost more than high-end GPUs, the RTX 5090 has vanished from shelves, and anyone building AI infrastructure faces difficult choices. Here’s what’s happening and what it means for self-hosters and developers. The memory shortage isn’t ending soon. Industry analysts expect constraints to persist through 2026 as AI datacenter demand continues outpacing supply expansion. For individual developers and small teams, this means: Buy RAM now if you need it — Prices are unlikely to drop soon Consider unified memory systems — DGX Spark and Mac Studio sidestep the DDR5 crisis Right-size your local models — Smaller, quantized models may be the pragmatic choice Hybrid approaches — Combine local inference for privacy with cloud APIs for heavy lifting The hardware landscape has fundamentally changed...
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Top 17 Trending Python Projects on GitHub.

Discover the hottest Python projects on GitHub this month, ranked by stars gained. Claude Skills dominate with AI agents, RAG frameworks, and development tools leading the charge. https://www.glukhov.org/post/2026/01/most-popular-python-projects-on-github/ #Python #OpenSource #AI #AICoding #LLM #RAG #Claude #MCP #DevOps #DeepLearning
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Top 23 Trending Rust Projects on GitHub - January 2026.

Discover the hottest Rust projects on GitHub this month, ranked by stars gained. From AI coding agents to terminal tools, app frameworks to trading platforms - complete overview with stats, licenses, and use cases. https://www.glukhov.org/post/2026/01/most-popular-rust-projects-on-github/ #Rust #OpenSource #AI #AICoding #LLM #DevOps #Git #Security #CLI #Terminal #TUI
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Top 19 Trending Go Projects on GitHub - January 2026.

Discover the hottest Go projects on GitHub this month, ranked by stars gained. From AI coding agents to Docker management, self-hosted apps to LLM gateways - complete overview with stats, licenses, and use cases. https://www.glukhov.org/post/2026/01/most-popular-go-projects-on-github/ #Go #Golang #OpenSource #AI #AICoding #LLM #Ollama #Docker #K8S #SelfHosting #API #DevOps #Git #Security #RAG #Privacy
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Integrating PostgreSQL MCP Server with Docker and Claude Desktop

  PostgreSQL Model Context Protocol (MCP) Server integration with Docker and Claude Desktop in 2026 enables secure, scalable AI development environments. This integration addresses the need for consistent, isolated, and efficient model training and inference workflows. The discussion covers MCP Server architecture, Docker containerization strategies, Claude Desktop configuration, practical use cases, and best practices. Familiarity with Docker, PostgreSQL, and AI development frameworks is assumed.
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Kubernetes Security: RBAC, Pod Security Standards, and Policy Engines

  Kubernetes has become the de facto standard for container orchestration, but its security model requires careful configuration. Effective security implementation in Kubernetes 2026 relies on robust Role-Based Access Control (RBAC) , strict Pod Security Standards, and advanced policy engines. This article examines the principles and practical implementation of these three components, focusing on their role in preventing privilege escalation, enforcing compliance, and automating security policies. Familiarity with Kubernetes cluster administration and basic security concepts is assumed.
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Anaconda vs Miniconda vs Mamba Guide.

Complete comparison of Anaconda, Miniconda, and Mamba for Python package management. Learn installation, performance differences, and when to use each tool for data science and development. https://www.glukhov.org/post/2026/01/anaconda-vs-miniconda-vs-mamba/ #Python #Anaconda #Linux #Dev #OpenSource #AI #DeepLearning #PyTorch
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Wayland vs X11: 2026 Comparison.

Complete comparison of Wayland and X11 display servers: architecture, security, performance, compatibility, and migration guide for Linux users in 2026. https://www.glukhov.org/post/2026/01/wayland-vs-x11-comparison/ #Linux #DevOps #OpenSource
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LLM Development Ecosystem: Backends, Frontends & RAG

Here is a Set of articles about LLM Development Ecosystem: Backends, Frontends & RAG . LLM hosting (Ollama, Docker Model Runner, cloud providers), Coding in Python and Go, RAG, vector stores, embeddings, MCP
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