#self-hosting

When self-hosting n8n, Activepieces or Windmill beats a marketing SaaS subscription, and the maintenance hours that never show up on the hosting bill.

GPT-Researcher, Open Deep Research, STORM and Local Deep Research do different jobs. What each is good at, what a report costs, and where they fall short.

Baidu's MIT-licensed Unlimited-OCR parses documents in one pass and beats DeepSeek-OCR on OmniDocBench. A free, self-hostable option for ops document teams.

Self-hosted Supabase is set to swap its default API gateway from Kong to Envoy the week of Aug 9. Who's affected, what breaks, and how to prepare in time.

Kimi K3's open weights are promised by July 27, not shipped — use the 10-day window to prep hosting for a 2.8T model and check the license before you commit.

Tencent's Hy3 shipped Apache 2.0 at a sub-300GB FP8 footprint. A routing guide: send agentic tool-use to Hy3 and repo-scale coding to a frontier model.

Match 2026's best open-weight coding models to your hardware: Qwen3-Coder-Next, Devstral 2, GLM-5.2 and DeepSeek V4 by VRAM, SWE-bench score and real speed.

Build a 24/7 home AI server in 2026: pick the GPU or Mac, serve models with Ollama or vLLM, and reach them anywhere over Tailscale with zero open ports.

When does a local AI rig beat cloud APIs? We run the 2026 break-even math: a $9K RTX PRO 6000 wins past ~26% daily use, but never beats commodity inference.

Run speech-to-text locally for $0 per minute with open Whisper. Compare whisper.cpp, faster-whisper, WhisperX and Parakeet, and find the cloud break-even.

Mistral OCR 4 returns bounding boxes, block types, and confidence scores at $4 per 1,000 pages, undercutting Azure's custom tier by up to 15x.

Cohere's first open-source model is a 30B MoE that runs on a single H100, scores 33.4 on the Coding Index, and ships under Apache 2.0. Full breakdown.

Deploy open source LLMs in enterprise: GLM-4.7, Mistral Large 3, Qwen 3, MiniMax M2.7. Self-hosting, fine-tuning, compliance, and cost comparison.