Expose local servers to webhooks from GitHub, Stripe, Twilio using Cloudflare Tunnels and FastAPI. Covers setup, verification, security, and hosting.
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
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 needs so you can pick the right open model for your work fast.
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.
Local meeting transcriber: Whisper, Ollama, structured notes
Transcribe and summarize meetings locally using Whisper and Llama. Privacy-first pipeline with speaker diarization and automated note generation.
Hypothesis property testing: find edge cases automatically
Hypothesis generates hundreds of random inputs to find bugs example-based tests miss, then shrinks to the smallest failing case. Works with pytest.