# From Punch Cards to AI Software Factories

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 15 қазан
**Author:** Matthew Berman
**Source:** YouTube — Matthew Berman
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/from-punch-cards-to-ai-software-factories

Turns out writing code used to mean punching holes in paper cards. Each card contained instructions that were fed into a computer. One misplaced hole broke the entire program. And did you know the first actual computer bug was a literal bug? The human-readable code that we have…

> Материал бастапқы дереккөзден алынған: **YouTube — Matthew Berman**
> [Толық мәтінді YouTube — Matthew Berman сайтында оқу](https://www.youtube.com/shorts/6VDjFXM1FbM)

**Тегтер:** #YouTube

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*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*