virt-clone copies the disk, virt-sysprep resets identity, qemu-img exposes backing files. The full pipeline for cloning KVM guests in Virt-Manager.

Install and serve vLLM with vllm serve or Docker: OpenAI-compatible API, key flags, OOM troubleshooting. Compare vLLM vs Ollama vs Docker Model Runner.

Quick reference for Hermes Agent CLI. Install path, hermes chat and -z one-shots, model, gateway, skills, memory, logs, profiles, and slash shortcuts.

Install llama.cpp, run GGUF models with llama-cli, and serve an OpenAI-compatible API with llama-server. Flags, examples, and tuning.

Compare RustFS, Garage, SeaweedFS, Ceph RGW, VersityGW, S3Proxy, and rclone for self-hosted S3. Native object stores vs filesystem-backed S3 gateways.

Buttondown, EmailOctopus, beehiiv, Kit, Ghost, Substack, MailerLite, Brevo, Sender: pricing, public archives, canonical URLs, APIs, and ownership compared.

Bound Go concurrency: errgroup.SetLimit, semaphore channels, worker pools, and bounded queues - with the goroutine leak that survives errgroup.Wait.

Benchmarked 2026 comparison of Go HTTP stacks: net/http ServeMux, chi, Gin, Echo, and Fiber - routing, allocations, the fasthttp tradeoff, and how to choose.

Compare top Linux terminal emulators: Alacritty, Kitty, WezTerm, Ghostty, GNOME Terminal, and more. Features, performance, and customization options reviewed.

Ollama CLI cheatsheet: ollama serve, run and ps commands, model management, thinking flags, and server environment variables.

Compare Yoast, Rank Math, AIOSEO, SEOPress, Slim SEO, The SEO Framework, and local-LLM plugins for WordPress, and how to keep inference on your own server.

Compare self-hosted SEO platforms, crawlers, rank trackers, MCP tools, and local AI options, including which features work without paid SEO APIs.

SDD makes the specification the source of truth for AI coding. Learn the definition, core artifacts, how it differs from TDD and BDD, and the real costs and benefits.

A September 2026 roundup of Kyneton news, including the daffodil festival, the skatepark budget, Bald Hill, councillor leave, the agricultural rate, and the end of the local sporting season.

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.

Hellbourne follows Melbourne infrastructure, transport, planning and urban change. Open a suburb, a station, a line, a council or a project. A cost or a completion year is shown with its source and the date it was recorded.

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

Compare GitHub Spec Kit, AWS Kiro, and Claude Code SDD workflows by portability, setup friction, review gates, and lock-in -- then pick the right setup for your team.

Explore gstack, an opinionated AI engineering stack for Claude Code: its skills, install steps, and how it combines with Superpowers, OpenSpec, and Spec Kit.

llmsystems.dev is live: curated model and GGUF artifact records, llama.cpp, hardware memory classes, and weights-only VRAM bands with explicit evidence labels (SOURCE, POLICY, OBSERVED). Built for people who self-host — not a blog, not fake fit claims.

Compare 12 self-hosted Deep Research systems: GPT Researcher, Onyx, Open WebUI, Khoj, Vane and more. Architectures, local LLM, RAG, licenses.

In 2026 the open-model efficient frontier sits at 25-34B: Qwen 3.8 27B and Llama 4 Scout deliver near-frontier capability at a fraction of 70B+ cost.

Install Mnemosyne as a local Hermes memory provider, configure recall and retention, and inspect the SQLite store.

Agent memory can turn model inferences into future evidence. How those loops form, why they matter, and which write-path controls limit them.

OpenSpec has no native rejected-proposal state. Learn why, what the maintainers decided, and the decision.md convention that stops agents reopening settled investigations.

Install OpenSpec, the change-centric spec-driven development CLI. Learn the explore-propose-apply-archive loop, brownfield setup, and where it breaks.

Migrate OpenClaw to Hermes Agent with dry-run checks, precise memory and skill mapping, secret handling, channel cutover, rollback, and manual fixes.

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.

Compare llama-server and Ollama for local LLM hosting in 2026: GGUF management, APIs, GPU control, KV cache, model lifetime, and migration triggers.

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.

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.

Transformers are hitting walls in compute, data, and energy. State space models (Mamba), diffusion language models, and JEPA world models may come next.

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

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

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.

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

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

Compare NVIDIA Blackwell, AMD Radeon AI Pro R9700, and Intel Arc Pro B70 for local LLM inference. VRAM, bandwidth, software ecosystem, and real-world recommendations.

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.

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.

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

Pi Coding Agent review with quickstart, security notes, model support, extensions, sessions, and a practical verdict on this open-source terminal agent.

Compare NVIDIA Blackwell, AMD Radeon AI Pro R9700, and Intel Arc Pro B70 for local LLM inference. VRAM, bandwidth, software ecosystem, and real-world recommendations.

Compare CommonMark, GitHub Flavored Markdown, and Pandoc Markdown syntax, including tables, footnotes, math, metadata, and portability.

Data gravity is the force pulling AI workflows toward one provider. The four-stage lock-in mechanism, a scoring checklist, and how to stay portable.

How Claude Code subagents work: isolated context, model routing, .claude/agents setup, the Explore-Plan-Execute workflow, and mistakes to avoid.

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.

Learn how to build requirement-to-test-to-code traceability for AI-assisted development, catch spec drift early, and enforce it with CI gates and PR checklists.

A practical pillar page on alerting design, routing, noise reduction, and human response across observability systems, paging tools, and chat platforms.

A practical guide to dead-letter queues: catching poison messages, choosing retry vs discard policies, and designing safe replay strategies.