---
title: "AI Didn’t Replace Engineers, But Accelerated Them Threefold — OpenAI Reveals Secrets of Jalapeno"
description: "OpenAI revealed details of creating the Jalapeno AI chip, which took only 9 months instead of 2 years due to a threefold acceleration of engineering workflows."
date: 2026-09-29T15:53:10.000Z
lang: en
url: https://xab.info/en/posts/ai-didnt-replace-engineers-accelerated-threefold-openai-jalapeno
tags: [openai, jalapeno, ai-chips, broadcom, hardware]
publisher: "XAB.info"
---

# AI Didn’t Replace Engineers, But Accelerated Them Threefold — OpenAI Reveals Secrets of Jalapeno

![OpenAI Jalapeno processor developed with AI assistance](https://xab.info/media/2026/09/29/ii-ne-zamenil-ingenerov-no-uskoril-ih-vtroe-openai-jalapeno/ii-ne-zamenil-ingenerov-no-uskoril-ih-vtroe-openai-jalapeno-1.webp)

## 🎯 Key Points

- Jalapeno chip design took 9 months instead of the standard 18–24 months.
- AI did not replace engineers but increased their productivity threefold.
- The chip is optimized for inference tasks and query latency reduction.
- OpenAI will maintain partnerships with Nvidia and AMD despite building its own chip.

In June, OpenAI introduced its specialized AI chip named Jalapeno, developed in active technological cooperation with Broadcom specialists. In a recent interview, OpenAI Vice President of Hardware Richard Ho detailed to Tom’s Hardware the behind-the-scenes development of this semiconductor solution and how this experience will transform the entire semiconductor industry in the future.

### The Revolution of AI-Assisted Design

The main revelation of the project was that the active integration of machine learning algorithms and AI at the chip design stage dramatically reduced time costs. While a traditional cycle of creating such a chip takes 18 to 24 months, the OpenAI team managed to complete it in just nine months. At the same time, company management emphasizes that there is no talk of completely replacing human engineers with artificial intelligence: a small but highly efficient team of specialists achieved a threefold acceleration of their workflow.

### Contradictory Data

While official reports and Richard Ho's interviews focus on exceptional success and the reduction of design timelines from 24 to 9 months, some industry experts express skepticism regarding the long-term real-world effectiveness of such methodologies. Certain analytical sources point out that tight deadlines may have forced developers to make critical compromises in the chip's architecture, potentially reducing its versatility when handling next-generation workloads, although OpenAI management strongly denies this.

### Chip Objectives and Architectural Versatility

The necessity to create an own chip was driven by the global shortage of computing power in the AI market and the desire to optimize infrastructure costs. The Jalapeno chip is optimized specifically for inference tasks, reducing latency in processing user requests. Furthermore, the solution's architecture is designed to deliver high performance not only with OpenAI's own models but also with developments from third-party providers, which can be adapted to the chip in just a couple of months.

### Market Prospects and Future Company Plans

Despite the colossal potential of Jalapeno, OpenAI does not plan to release it to the external commercial market anytime soon, as the company's internal demand for computing resources remains unprecedentedly high. At the same time, OpenAI will continue to actively cooperate with traditional hardware manufacturers such as AMD and Nvidia. New generations of its own processors will be released as they become technically ready, focusing on significant performance gains rather than a rigid marketing schedule.

## 🔍 Fact-Check Verification

- [ИИ не заменил инженеров, но ускорил их втрое — OpenAI раскрыла секреты создания Jalapeno window-new](https://3dnews.ru/1149181/ii-ne-zamenil-ingenerov-no-uskoril-ih-vtroe-openai-raskrila-sekreti-sozdaniya-jalapeno) - Основной источник интервью с Ричардом Хо.
- [ИИ не заменил инженеров, а сделал суперпродуктивными: глава железного департамента OpenAI ...](https://devby.io/news/ii-ne-zamenil-inzhenerov-a-sdelal-superproduktivnymi) - Подтверждение тезиса о продуктивности инженеров.
- [OpenAI представила свой дебютный чип Jalapeno — он сулит удешевление работы ChatGPT](https://3dnews.ru/1144057/openai-predstavila-svoy-debyutniy-chip-jalapeno-on-sulit-udeshevlenie-raboti-chatgpt) - Основной источник интервью с Ричардом Хо.
- [OpenAI представила свой первый чип Jalapeño для работы ИИ](https://zn.ua/TECHNOLOGIES/openai-predstavila-svoj-pervyj-chip-jalapeo-dlja-raboty-ii.html) - Дополнительный новостной контекст о представлении чипа.

## ❓ FAQ

### Q: How long did it take to develop the Jalapeno chip?
**A:** The chip's development took only 9 months, which is three times faster than the traditional 18–24 months.

### Q: Did AI replace engineers during the chip's creation?
**A:** No, AI did not replace engineers, but instead made a small team of specialists three times more productive.