Software Development News

Compare AMD ROCm and Vulkan backends for llama.cpp, Ollama, LM Studio, vLLM and TGI, with build commands, verification checks and a practical 2026 verdict. ROCm vs Vulkan for AMD Local LLM Hosting: 2026 Guide

Fit 32K to 128K LLM context into 16 GB VRAM by calculating KV cache cost, choosing cache precision, and tuning llama.cpp, vLLM, or Ollama safely. KV Cache on 16 GB GPUs: Making Long Context Actually Fit

Transformers are hitting walls in compute, data, and energy. State space models (Mamba), diffusion language models, and JEPA world models may come next. What Comes After LLMs? Mamba, Diffusion & World Models

Backup and restore a self-hosted Gitea server with the built-in gitea dump command, plus Docker steps, restore-repo, and troubleshooting tips. Backup and Restore Gitea server

Choose between Agent Skills and MCP servers using connectivity, credentials, context cost, security, and a practical thin-server pattern for AI agents. Agent Skills vs MCP Servers: Decision Framework

Learn when to migrate from Ollama to vLLM. Migration signals, planning steps, Docker Compose setup, and a practical checklist for moving your local LLM server. Ollama to vLLM: When to Migrate Your Local LLM Server

Install Superpowers, the open-source skills framework that enforces brainstorm-to-TDD spec-driven development across Claude Code, Cursor, and other agents. Superpowers Quickstart: Install, Workflow, and Tryout

A practical guide to OpenCode from the command line: opencode run, scripting, CI automation, agents, permissions, local models, and real failure modes. OpenCode CLI in Practice: Workflows, Automation, and Pitfalls