NOTE-004Status: Stable enoughPublished Jul 19, 2026

Local AI Is a Necessity

Local AI matters to me because I do not want large companies to have free access to my personal data, my family’s data, my code, or my private documents.

Independence came first.

That became more important as Windows pushed more telemetry, more accounts, and more cloud integration. I cannot stand the idea behind “you will own nothing and be happy.”

I would rather own the machine, the model, the storage, the electricity bill, and the consequences of whatever I break while setting it up.

Local AI is not only about privacy. It is also about leverage.

Frontier models are becoming more capable, but most of the strongest systems are closed. We do not control their weights, pricing, availability, policies, or long-term direction.

If open models and local infrastructure do not remain competitive, individuals and smaller companies will lose what little leverage they still have.

I believe everyone should eventually have access to a local model for personal tasks.

You do not need enormous compute to summarize documents, help with taxes, search private files, draft emails, organize notes, or handle basic everyday questions.

These are also the exact tasks where privacy matters most.

What matters to me is simple:

  • private data;
  • control over the model;
  • predictable costs.

I am willing to sacrifice electricity and setup time for that.

Cloud models still win on context size, speed, availability, and raw capability. A local system does not need to beat them at everything.

It only needs to become useful enough that privacy does not feel like choosing the worse tool every time.

My definition of success is reaching a point where OpenAI, Anthropic, or any other external provider never needs to go near my codebase or private documents.

The models can change.

The hardware can improve.

The stack can break repeatedly.

But the boundary remains mine.

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Part ofExperiments in Local Inference

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