Mac Mini AI shortage: Apple says it could last months

OpenClaw, the open-source AI agent framework built by developer Peter Steinberger and now backed by OpenAI following a bidding war with Meta, has accumulated over 323,000 GitHub stars.

It lets individuals and small teams run persistent AI agents locally, connecting directly to files, apps, and messaging without routing data through the cloud. The unofficial reference hardware for running it became, almost by accident, the Mac mini.

Cook acknowledged the shift directly. "Both of these are amazing platforms for AI and agentic tools," he said of the Mac mini and Mac Studio. "The customer recognition of that is happening faster than what we had predicted." Apple's supply chain, designed for typical consumer upgrade cycles, was not built for developers buying multiple units at a time as infrastructure.

The technical reason for the sudden rise in importance of the Mac mini is due to one limitation only, Video Random Access Memory (VRAM). Even the best consumer GPU by Nvidia, the RTX 5090, worth $1,800, can provide at most 32GB of video memory. A language model exceeding 32 billion parameters will not work optimally on such a card.

Spilling over to the less efficient system memory, crossing over PCIe, the performance goes down the drain. A 70B-parameter language model on Nvidia architecture would require multiple cards.

On Apple Silicon, the CPU, GPU, and Neural Engine share the same physical memory space without VRAM and without any PCI express bottleneck.

The Mac mini with 64GB of unified memory can accommodate a 70 billion parameter model while the RTX 5090 can never manage such an achievement. The more powerful M4 Ultra found in Mac Studio can accommodate up to 192GB, allowing 100B-parameter models using a single consumer computer.

The entry-level Mac mini priced at $599 is currently not available in the United States. eBay scalpers sold out base-model machines for twice the price shortly after release. This problem arises amid global shortages of memory chips, which IDC predicts will reduce global PC shipment volumes by 11.3% in 2026 due to competition in RAM resources by hyperscaler AI servers with Apple computers.

An upcoming M5 processor update in 2026 may relieve some strain on memory sources but does nothing for today's customers who face two options: long waiting or scalper prices.