Topic
Running AI model computations directly on a device—phone, accessory, or PC—rather than sending data to cloud servers, often for speed or privacy.
Microsoft plans to run MAI Code 1.1 Flash on developers' machines in GitHub Copilot, with a limited rollout starting by end-October 2026. Its figures come from one high-end laptop and local pricing is undisclosed, so teams cannot yet size the hardware or the bill.
Reality
Tom's Hardware puts the M5 Ultra at up to 1.2 TB/s of memory bandwidth over as much as 256GB of soldered unified memory, so the capacity that decides which weights stay resident is settled at checkout.
Perspective Coverage
3 publishersReality
FreeToolHub runs 21 AI tools with no inference server. The mechanism is device accounting: one registry row per model recording backend, dtype, download size, and the memory floor below which it will not run.
Reality
The Eufy MindBase runs an Anker-built LLM on a hub with up to 48TB of local storage, turning a claim about where your footage goes into something an outsider can measure. Anker has not said what it costs.
Reality
Nvidia's argument is that a slice of inference moves from the server farm to the desk. The case rests on one publisher's account of a Computex launch, and the memory spec that would settle it is not in there.
Reality
The published deltas put the Neural Engine at 2x and multithreaded CPU at 1.2x. Apple's own workload figures widen that gap further, and the lineup stops at base tier.
Reality
A mobile engineer says LangFuse and LangSmith could not show him why models misbehaved on real handsets, so he is building a flight recorder around thermal state and memory pressure.
Reality
EON claims 37% less power, a 25% smaller shell, 20% less weight and 38 hours per charge against Phonak's own previous generation. The speech gain rests on the company's own testing.
Reality
Leaked internal tests put the Exynos 2700 ahead of an unshipped Snapdragon. The number that matters is the 7.44 trillion won Samsung spent on outside application processors in six months.
Reality