# Local hardware Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/local-hardware
> Markdown URL: https://aitinkerers.org/technologies/local-hardware.md
> Technology record last updated: 2026-07-14T12:56:53Z
> Generated: 2026-09-21T18:43:26Z

Physical computing infrastructure that processes data, runs applications, and executes workloads directly on physical machines without relying on cloud servers.

Local hardware is the bedrock of on-premise computing: the physical silicon, memory, and storage operating directly under your roof. By running workloads on local CPUs, GPUs, and solid-state drives, you bypass the latency, bandwidth limits, and recurring subscription costs of cloud environments. It keeps your proprietary data secure within your own walls, ensures zero-lag execution for intensive tasks like 3D rendering or real-time ML inference, and gives you absolute, hands-on control over your bare-metal performance.

- Official technology site: https://www.intel.com
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Small Language Models (SLMs) and the Road to AI Sovereignty](https://raleigh.aitinkerers.org/talks/rsvp_TuSQGJhgONI)

Small Language Models (SLMs) have gained well-earned attention for allowing AI to run in tight scenarios- e.g. mobile phone or IOT edge device. With the proliferation of AI agents, SLMs are also providing a path for organizations to ensure privacy with sensitive data and control their inference costs. This presentation will demo how SLMs can generate tokens without the benefit of an LLM cloud provider, outline the pros and cons to be aware of, and provide a practical SLM roadmap for organizations that want or need to achieve AI sovereignty. A working demo that runs a small language model entirely on local hardware, generating text with no calls to any cloud API. It shows that useful inference can happen fully offline, keeping sensitive data on the device and taking cloud inference costs to zero.

- Event context: AI Tinkerers Raleigh Meetup — August 12, 2026 — 2026-08-12 — Raleigh
- Public talk page: https://raleigh.aitinkerers.org/talks/rsvp_TuSQGJhgONI

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