Build a private AI search engine with SearXNG and RAG. Runs on single machine with 12 GB VRAM, delivering cited answers without external queries.
Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses
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 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 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.
Fine-tuning Gemma 4 with Unsloth on a single GPU: a practical guide
Fine-tune Gemma 4 with Unsloth on a single GPU using QLoRA: dataset prep, the full training workflow, and GGUF export for RTX 4090 or Colab.
Gemma 4 vs Qwen 3.5 vs Llama 4: which open model should you actually use? (2026)
Gemma 4, Qwen 3.5, and Llama 4 compared on benchmarks, licensing, speed, and hardware so you can pick the right open model fast.






