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Engineering insights, tutorials, and product updates.

Guide

Can You Run Muse Spark Open on a Mac? Memory, Speed and Cost

Meta's 816B Muse Spark Open needs about 493 GB at 4 bit. Apple ran it on two M5 Ultra Mac Studios at 25 tok/s. Which Mac fits each version, and what it costs to try.

Oct 16, 20265 min read
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Comparison

AWS EC2 Mac Pricing 2026: Every Instance per Hour and per Month (M4 $1.23/h)

EC2 Mac prices for all nine instance types, from $0.65 per host hour (M1) to $12.50 (M3 Ultra), per month and per 24 hour minimum, from AWS's own price feed. Plus what storage and egress add, and what the same Mac costs by the month.

Sep 10, 20266 min read
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Tutorial

Deploy Llama 3.1 8B on Apple Silicon: Fast Agents and Chatbots on M4 Pro

Run Meta's Llama 3.1 8B on dedicated Apple Silicon. 47 tok/s on M4 Pro, 16 GB RAM, perfect for AI agents and chatbots — no GPU rental needed.

Apr 23, 20266 min read
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Tutorial

Run Mistral 7B on Apple Silicon: Efficient Instruction-Following on Mac

Deploy Mistral 7B on a dedicated Mac Mini M4 Pro. Compact, fast, and great at following instructions — ideal for structured AI tasks.

Apr 23, 20266 min read
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Tutorial

DeepSeek R1 8B on Apple Silicon: Chain-of-Thought Reasoning on Mac

Deploy DeepSeek R1 8B on M4 Pro for strong reasoning performance. 8B params, 16 GB RAM, built for multi-step logic and math tasks.

Apr 23, 20266 min read
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Engineering

Qwen 2.5 32B on Apple Silicon: Multilingual and Code Generation on Mac

Run Alibaba's Qwen 2.5 32B on a 32 GB Mac Mini. Strong multilingual support, coding ability, and 32B-parameter depth for complex tasks.

Apr 23, 20266 min read
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Tutorial

Mistral Small 24B on Apple Silicon: Commercial-Friendly LLM on Mac

Deploy Mistral Small 24B on a 32 GB Mac Mini. A compact 24B model with a permissive license, ideal for production workloads and commercial use.

Apr 23, 20266 min read
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Engineering

Llama 3.3 70B on Apple Silicon: Top-Tier Open Model on M4 Pro 64 GB

Run the full Llama 3.3 70B (Q4 quantized) on a 64 GB Mac Mini. The best open-weight model at this scale, now on dedicated Apple Silicon.

Apr 23, 20267 min read
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Tutorial

Mistral Large 2 on Apple Silicon: Flagship Multilingual and Code Model on Mac

Deploy Mistral Large 2 (70B) on a 64 GB Mac Mini. Mistral's most capable model for reasoning, code, and multilingual tasks — no GPU cloud needed.

Apr 23, 20267 min read
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Engineering

Qwen 2.5 72B on Apple Silicon: Full-Precision Multilingual LLM on 96 GB Mac

Run Qwen 2.5 72B at full precision on a 96 GB Mac Mini. Best-in-class multilingual performance with no quantization compromises.

Apr 23, 20267 min read
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Tutorial

DeepSeek “V3 70B” Doesn’t Exist — Run the R1 Distill 70B on a Mac Instead

There is no 70B version of DeepSeek V3. What you want is the R1 Distill 70B: DeepSeek-level reasoning at Q4 on a 64 GB Mac mini M4 Pro. Here’s the honest setup.

Apr 23, 20267 min read
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Engineering

Llama 3.1 405B on Apple Silicon: M3 Ultra and Thunderbolt 5 Clusters

Llama 3.1 405B at Q4 needs ~245 GB of memory — no 128 GB Mac runs it. What does: an M3 Ultra 256 GB at the edge, or a 2-node Thunderbolt 5 cluster. Real numbers inside.

Apr 23, 20268 min read
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Tutorial

DeepSeek V3 on Apple Silicon: What a 671B MoE Actually Requires

DeepSeek V3 is 671B parameters (37B active). A Q4 build is ~400 GB — it takes a Thunderbolt 5 cluster of M3 Ultras, not a single Mac. The honest math and the alternatives.

Apr 23, 20268 min read
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Tutorial

iOS CI/CD with GitHub Actions on Bare-Metal Mac

How to set up a fast, reliable iOS build pipeline using GitHub Actions self-hosted runners on Macyou's M4 Pro servers.

Apr 19, 202610 min read
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Engineering

Bare Metal vs Virtual Machines: Why We Chose Dedicated Hardware

Virtual Mac instances share resources and throttle performance. Here's our technical argument for bare-metal Apple Silicon.

Apr 19, 20266 min read
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Engineering

Run MLX on Apple Silicon in the Cloud: Training and Inference with Metal

Apple’s MLX framework is purpose-built for Apple Silicon. Learn how to deploy MLX on a dedicated M4 Pro server for fast ML training and inference with Metal acceleration.

Apr 23, 20266 min read
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Tutorial

Host Ollama in the Cloud on Dedicated Apple Silicon

Deploy Ollama on a bare-metal Mac Mini M4 Pro and serve Llama, Mistral, and Gemma models via API. No shared GPUs, no CUDA, no overhead.

Apr 23, 20267 min read
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Tutorial

Run ComfyUI on Apple Silicon in the Cloud: Node-Based Image Generation

Set up ComfyUI with Metal GPU acceleration on a dedicated Mac server. Build Stable Diffusion workflows with nodes, no NVIDIA required.

Apr 23, 20267 min read
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Tutorial

LM Studio Tutorial for Mac (2026): Setup, RAM Needed, and Measured tok/s

Step by step LM Studio tutorial for Apple Silicon Macs: install, which models fit in 16, 32 and 64 GB, and measured speeds (Llama 3.1 8B at 21 tok/s on an M4). Plus how to keep it always on behind an OpenAI compatible API.

Apr 23, 20266 min read
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Engineering

Run Whisper on Apple Silicon in the Cloud: Fast Speech-to-Text with MLX

Deploy OpenAI’s Whisper model on a dedicated M4 Pro server with MLX acceleration. Batch-transcribe audio 4x faster than CPU-only cloud instances.

Apr 23, 20266 min read
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Tutorial

Stable Diffusion on Apple Silicon: SDXL and ControlNet with Metal GPU

Generate images with Stable Diffusion on a dedicated Mac Mini M4 Pro. SDXL, ControlNet, and LoRA support — all accelerated by Metal.

Apr 23, 20267 min read
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Engineering

llama.cpp on Apple Silicon: Metal, ngl 99, 21 tok/s on a Base M4

How llama.cpp uses Metal on Apple Silicon, the flags that matter (ngl 99, GGUF quant choice), what a base M4 and an M4 Pro 64 GB measure on 8B and 70B, and when Ollama is the better wrapper.

Apr 23, 20266 min read
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Tutorial

Clean macOS Sequoia in the Cloud: Your Own Remote Mac via SSH and VNC

Spin up a fresh macOS Sequoia server on dedicated Apple Silicon hardware. Full SSH and VNC access, configure it however you want.

Apr 23, 20265 min read
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