#self-hosting

Bria FIBO 2 uses structured image controls. Compare its non-commercial weights, metered self-serve plans and separate Enterprise deployment terms.

Three open checkpoints landed October 21–24, 2026: a dense 33B, a 40B mixture of experts and a 4B-effective voice model. Memory, context and licences compared.

Two US open-weight models in two days: Reflection Beam and Meta Muse Spark Open compared on licence, hardware, shared benchmarks, price and best fit.

Reflection's first model, Beam, ships 501B open weights under Apache 2.0. What it takes to run, what its benchmarks show and where you can call it today.

Meta's Muse Spark Open puts 816B-parameter open weights behind coding agents. What the licence allows, the hardware it needs and where you can run it.

Active parameters, not total parameters, predict per-token cost and throughput. What the activation count tells you, and the four things it cannot tell you.

Alibaba promised Qwen3.8-Max and a 27B sibling for the week of 10 August. Updated: Max weights landed 8 August under a bespoke licence. Run these checks.

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.