AI & Agents · Agentic Systems

Local-first AI systems matter.

@karpathy A-list · 1,100,000 followers

3 — Know this

Local-first AI systems matter.
Run small models on your Mac, keep your data on disk, and use the LLM as an orchestration brain over local tools.
Token efficiency comes from pre-processing, not bigger context windows.

2 — Why it matters

Directly relevant to your project 'XLoopOut Infra'. rel 0.6
Source authority: A-list — Building. Previously Director of AI at Tesla, founding team at OpenAI.

1 — Do this now · In the next 10 min: extract the core principle and apply it to one live task.

Architecture

flowchart LR
  A["local-first"] --> B["AI &amp; Agents"]
  B --> C["Mechanism"]
  C --> D["Do: In the next 10 min: extract the core principle a"]

# run this workflow in your pipeline

01 · Hook

Directly relevant to your project 'XLoopOut Infra'.

02 · Core

Run small models on your Mac, keep your data on disk, and use the LLM as an orchestration brain over local tools.

03 · Edge

From @karpathy (A-list). Token efficiency comes from pre-processing, not bigger context windows.

04 · Your turn

In the next 10 min: extract the core principle and apply it to one live task.

Source ↗

XLoopOut · Applied Knowledge Platform · 2026-07-09