
LocalAI in Your Homelab: Models, Hardware and a Proxmox Install
Run a LocalAI inference service in Proxmox with the Community Scripts installer, then choose a model, secure access and verify requests, resources and recovery.
Open-source LLMs, local AI hosting, and practical breakdowns of modern AI breakthroughs.

Run a LocalAI inference service in Proxmox with the Community Scripts installer, then choose a model, secure access and verify requests, resources and recovery.

Choose between GPT-6 Astra and GPT-6.1 Sol with practical task examples, copyable prompts and a fair workflow for checking quality, effort and cost.

Calculate model weights and KV-cache memory, then plan context, concurrency and CPU or GPU placement using a verified Qwen3 example.

Give Ollama or LocalAI a browser interface with persistent chats, controlled accounts, document retrieval and a practical backup and upgrade plan.

Meet GPT-6 Astra: its launch, reasoning and tool capabilities, practical homelab uses, example prompts, costs and the checks that make its results useful.

What Baidu’s June 2025 ERNIE 4.5 release actually includes, how model weights differ from the chatbot service, and what to check before running it locally.

A clear guide to qubits, measurements, quantum hardware and algorithms, with practical learning options and an accurate explanation of post-quantum security.

Have you ever walked through a store, heard a snippet of a conversation, and suddenly been struck by an idea? Then you reach home and try to figure out what the idea was again, and nothing comes up. The chance of losing that idea is fairly high if you don't write it down right away. Let's look at a self-hosted tool that solves that exact problem.

Explore Codex cloud and local coding workflows, project instructions and practical verification, with our original launch-day expectations clearly scoped.

Explore Grok’s search, reasoning and image tools, our original image example, and practical checks for evaluating AI answers and product claims.

Understand Gemini 2.5 Pro’s thinking, multimodal inputs and long context, with historical benchmark context, practical verification workflows and current API access limits.

Plan a Frigate recorder with a verified camera stream, authenticated access, current recording settings, deliberate detection tuning and tested footage recovery.

Learn how DLSS, FSR and XeSS reconstruct games, check feature-specific GPU compatibility and compare quality, frame generation and latency.

Explore n8n's homelab workflows, licensing, persistent Docker setup, credentials, webhook configuration and practical automation checks.

A look at GPT-4.5’s 2025 research preview, conversational strengths, factuality evaluations and historical API limits, while retaining the author’s scepticism about release hype.

Understand Perplexity Sonar, its documented transition to the Agent API, and how to check citations, prompts, costs and integration behaviour.

Learn how Perplexity combines web search with AI summaries, choose a useful research mode, and verify source links, current information and privacy settings.

Understand ChatGPT reasoning, private internal work, visible explanations and effort settings, with practical prompts and independent checks for the final answer.

Explore Janus-Pro image understanding and generation, its research improvements and limits, licensing details, and a local-only Python demo setup.

Understand DeepSeek V3 and R1, model licences, local Ollama choices, memory requirements and practical ways to verify AI answers.

Plan an Immich deployment with matching release files, suitable storage and verified mobile uploads. Protect the library with database-and-media backups and restoration checks.

Sora’s original creative possibilities, practical AI-video prompting and review advice, with the confirmed retirement of its Sora 2 models and Videos API.

Use Karakeep, formerly Hoarder, to organise searchable bookmarks and notes. A maintained Docker workflow, optional AI boundaries, capture checks and recovery planning.

Understand o3 and o3-mini’s releases, reasoning, inputs, unsupported fine-tuning, practical verification and the current API retirement schedule.

Understand GPT-4o’s model and API capabilities, distinguish historical demonstrations from current availability, and use practical prompts with verification and data controls.

Compare the Raspberry Pi AI HAT+ 13 and 26 TOPS models, install supported Hailo software and check a camera pipeline before choosing an AI project.

Learn how GPUs handle graphics, AI and video workloads, with practical advice on integrated versus discrete graphics, memory, software support and system compatibility.

Understand the original OpenAI Swarm handoff pattern, its educational limits, and how the maintained Agents SDK differs.

Understand Pyramid Flow’s short-video research, checkpoint licences, local hardware and offloading choices, and how to evaluate generated clips.

Explore the IMX500 AI Camera, its supported setup and official detection demos, then evaluate focus, false alerts, model compatibility and useful events in your own scene.

Learn to write clear AI prompts with context, examples and output requirements, then check sources, assumptions and results using a simple evaluation workflow.

The rapid advancement of artificial intelligence has raised profound ethical questions. Let's look at some considerations on ethics of AI.

Understand how AI chatbots generate answers, how RAG and tools help, and how to check sources and configure a local chatbot responsibly.

A beginner’s guide to AI, machine learning and generated content, with practical examples, common limitations, job questions and cloud-versus-local tradeoffs.

Understand the original 13 TOPS Hailo-8L AI Kit, its current availability, supported Raspberry Pi software setup and realistic computer-vision project limits.