Software Development News

Choosing the best way to run LLMs locally? Compare Ollama, vLLM, TGI, SGLang, LM Studio, LocalAI and 8+ tools by API support, hardware compatibility, tool calling, and production readiness. Ollama vs vLLM vs LM Studio: Best Way to Run LLMs Locally in 2026?

Self-host Vane (Perplexica 2.0) with Docker, wire it to SearxNG, and use local LLMs via Ollama or llama.cpp. History, features, API. Vane (Perplexica 2.0) Quickstart With Ollama and llama.cpp

Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second. 16 GB VRAM LLM benchmarks with llama.cpp (speed and context)

Learn how to monitor LLM inference in production using Prometheus and Grafana. Track p95 latency, tokens/sec, queue duration, and KV cache usage across vLLM, TGI, and llama.cpp. Includes PromQL examples, dashboards, alerts, Docker & Kubernetes setups. Monitor LLM Inference in Production (2026): Prometheus & Grafana for vLLM, TGI, llama.cpp

Explore the modern AI developer tools ecosystem: AI coding assistants, GitHub Copilot, Claude Code, OpenCode, DevOps automation, GitOps, VS Code workflows, GitHub Actions, and programming language trends. AI Developer Tools: The Complete Guide to AI-Powered Development

Build self-hosted AI systems with OpenClaw, Hermes, RAG, and local LLM infrastructure. Learn to orchestrate assistants with memory, retrieval, routing, and observability. AI Systems: Self-Hosted Assistants, RAG, and Local Infrastructure

Complete guide to LLM hosting in 2026. Compare Ollama, llama.cpp, vLLM, TGI, Docker Model Runner, LocalAI and cloud providers. Learn cost, performance, and infrastructure trade-offs. LLM Hosting in 2026: Local, Self-Hosted & Cloud Infrastructure Compared

A practical Claude Code guide: install, quickstart commands, settings.json, permissions, pricing, and running fully local backends via Ollama or llama.cpp. Claude Code install and config for Ollama, llama.cpp, pricing