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Engineering insights, tutorials, and product updates.

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 22, 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 19, 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 17, 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 14, 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 10, 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 7, 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 3, 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.

Mar 28, 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.

Mar 24, 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.

Mar 18, 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.

Mar 12, 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 8, 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 5, 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 2, 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.

Mar 25, 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.

Mar 15, 20267 min read
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Tutorial

LM Studio on a Mac: Requirements, Real Speeds, and Running It Remotely

What LM Studio needs on Apple Silicon (16 GB minimum for 7B models), measured tokens/sec on M4, and how to run it on an always-on cloud Mac with an OpenAI-compatible endpoint.

Mar 8, 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.

Mar 2, 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.

Feb 22, 20267 min read
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Engineering

llama.cpp on Apple Silicon: Efficient LLM Inference with Metal Backend

Run llama.cpp with Metal GPU acceleration on a cloud Mac Mini. GGUF models, minimal overhead, and raw inference speed on dedicated hardware.

Feb 14, 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.

Feb 6, 20265 min read
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