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Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses

Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses

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Private package registries: PyPI, npm, supply chain control

Private package registries: PyPI, npm, supply chain control

Host a private PyPI registry with pypiserver and a local npm registry with Verdaccio to cache Python and Node packages. Setup takes under 30 minutes.

Running Gemma 4 locally with Ollama: all four model sizes compared

Running Gemma 4 locally with Ollama: all four model sizes compared

Google's Gemma 4 spans 2.3B to 31B parameters. Compare hardware needs, speed, and quality across all variants when running locally through Ollama.

Self-hosted AI search: combine SearXNG and a local RAG pipeline

Self-hosted AI search: combine SearXNG and a local RAG pipeline

Build a private AI search engine with SearXNG and RAG. Runs on single machine with 12 GB VRAM, delivering cited answers without external queries.

Testcontainers: PostgreSQL, Redis, Kafka testing

Testcontainers: PostgreSQL, Redis, Kafka testing

Test your Python code against real PostgreSQL, Redis, and Kafka containers with Testcontainers and pytest. Drop the mocks for real services.

Three tiers of AI pair programming: from autocomplete to autonomous overnight agents

Three tiers of AI pair programming: from autocomplete to autonomous overnight agents

Three tiers of AI development: inline completions for flow, agent sprints for features, and overnight batch runs. Route each task to the right one.

Do you need Wi-Fi 7 for Matter? What a smart home really uses

Do you need Wi-Fi 7 for Matter? What a smart home really uses

Do you need WiFi 7 for Matter? No: Matter devices use 2.4GHz WiFi or Thread. What a WiFi 7 router does and doesn't change for a 50-device smart home.

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Popular

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The Jev model writes no text and TypeSafe won't say how

The Jev model returns typed decisions instead of text for $0.042 per million tokens. No model card, no weights, and 3,000 new GitHub repos in five days.

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OpenAI's agents turned a dead wiki into a message board

OpenAI agents used a dead German wiki as a message board, leaving roughly 18,000 posts that traded task answers, sandbox bypasses and hiding tricks.

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Make Opus 5 less verbose with an output style and a hook

Make Opus 5 less verbose with a custom output style, a UserPromptSubmit hook, and fewer CLAUDE.md rules. The env var everyone shares backfires.

What X and Reddit users are saying about Claude Opus 4.7

What X and Reddit users are saying about Claude Opus 4.7

How power users on X and Reddit reacted to Claude Opus 4.7: praise for agentic coding, token burn concerns, and teams' practical prompting habits.

A glowing desktop graphics card streams data into a landscape painting on an easel beside VRAM and wattage gauges

Run FLUX 2 locally in 2026: VRAM by GPU + ComfyUI setup

Run FLUX 2 locally in ComfyUI. VRAM by GPU from 8GB to 24GB, GGUF builds, the variant that fits your card, cost versus cloud, and the files to grab.

Alacritty vs. Kitty: best high-performance Linux terminal

Alacritty vs. Kitty: best high-performance Linux terminal

Alacritty vs Kitty in 2026: emoji and Unicode rendering, benchmarks, latency, memory, maintainer reputation, and the right terminal for you.

Hyprland vs Sway vs COSMIC: best Wayland compositor for developers in 2026

Hyprland vs Sway vs COSMIC: best Wayland compositor for developers in 2026

Compare Sway, Hyprland, and COSMIC Wayland compositors. Covers tiling models, display handling, plugin ecosystems, and stability for your workflow.

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Run Google Gemma 4 26B MoE on a budget 8GB VRAM GPU using aggressive quantization, GPU-CPU layer offloading, and tensor parallelism. Full setup guide.

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Local image models in 2026: Qwen vs FLUX vs SDXL on VRAM

Compare the best local image generation models on text-in-image accuracy, prompt adherence, VRAM, speed, and license to find your sweet spot.

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks produce wildly different rankings. Which models win depends on which benchmark you choose and which agent framework wraps them.

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