News

OpenAI’s Jalapeño chip is built for fast inference at scale, benchmarks show

Published

2 months ago

August 25, 2026

At the Hot Chips conference on Tuesday, OpenAI shared a more detailed look at Jalapeño, including the first batch of benchmark results for the new system. Tested on Semianalysis’s InferenceX benchmark, Jalapeño registered both more tokens per user and more throughput per kilowatt than the currently available state-of-the-art inference processors.

“The bottom line is that the results show a very, very significant performance advance over state of the art,” said Richard Ho, OpenAI’s head of hardware, in a press call. “Jalapeño can serve more AI work per unit of power, while also returning responses more quickly. It’s very efficient to serve a lot of customers, but it can also be very low latency.”

Notably, that comparison is against an Nvidia Blackwell system — but by the time Jalapeño reaches full deployment, the competition may have advanced significantly. Ho estimated that Jalapeño would deploy at the end of 2026 “in very small volumes,” with more significant deployment coming in 2027.

First announced last October, Jalapeño was developed by OpenAI in close collaboration with Broadcom, with OpenAI’s own models assisting in the development process. The company plans to make Jalapeño a multigenerational platform, allowing AI products, models, chips and memory all developed in concert.

Because of that full-stack approach, OpenAI was able to address specific phases in the inference process that often cause friction during inference processing. In particular, Jalapeño is designed to minimize delays during the prefill and communication phases of processing, which OpenAI says often act as bottlenecks.

“We designed Jalapeño to minimize data movement and communication delays,” the company said in a blog post presenting the results. “This means that model state, including the KV cache used while generating a response, can be explicitly placed and kept local while the system activates the right combination of compute, memory, and networking for each inference phase.”

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

Related Topics:benchmarks built chip fast inference Jalapeño OpenAIs scale Show

Up Next

COP17: Africa must connect science to action to tackle land degradation — Expert

Don't Miss

NAFDAC orders recall, destruction of alcohol in sachets, PET bottles

Click to comment

News

Council Chairman Vows To Crackdown On Suspected Ritual Killings In Pangshin

Published

5 hours ago

October 10, 2026

PlateauReports

By Emmanuel Yatai

Mr Felix Gonung, Chairman of Pankshin Local Government Council of Plateau, has vowed to crack down on suspected ritual killings after two deaths were recorded in the area within a month.

Gonung, who gave the assurance during an interview with journalists on Friday in Pankshinon, confirmed that vital organs were allegedly harvested from the victims.

He said three suspects were arrested following the discovery of a woman’s body last month.

He added that further investigations had led to the recovery of suspected fetish substances from the suspects, who had since been transferred to the police headquarters in Jos.

The council chairman said security agencies were also investigating the discovery of a young man’s body at Monday Market on Oct. 6, with vital organs allegedly missing.

He said the incident might be linked to cult activities among students or criminal elements operating within the student community

He assured residents that his administration was working with security agencies to address the situation and restore peace.

“I swore an oath to protect the lives and property of my people. However, the government’s security plans are confidential and the public will soon feel their results and impact.

“This administration, in collaboration with security agencies, is doing everything within its power to restore and maintain the long-existing peace in our communities,” he said.

Gonung disclosed that the council would introduce a policy requiring landlords and hotel operators to provide information about their tenants and guests, respectively.

“This will enable us to crack down on criminal syndicates who disguise themselves as students or guests to perpetrate crimes in the community,” he said.

He noted that Pankshin had enjoyed relative peace despite security challenges in other parts of the state, adding that the recent incidents had understandably heightened residents’ concerns.

He urged residents to remain calm and vigilant and report suspicious activities to the appropriate authorities.

Gonung also called for stronger collaboration among security agencies, traditional rulers, religious leaders and community stakeholders to tackle the menace, stressing that security was a collective responsibility. (NAN)

Edited by Blessing Odega and Philip Yatai

Business

Cardoso Takes Nigeria’s Financial Reforms to Singapore, Signs MoU With GFTN on Innovation

Published

7 hours ago

October 10, 2026

PlateauReports

En route to the IMF–World Bank Annual Meetings in Bangkok, the Governor of the Central Bank of Nigeria (CBN), Mr Olayemi Cardoso, has undertaken a series of high-level engagements in Singapore tostrengthen Nigeria’s financial connectivity with Asia through institutional cooperation, financial-market development, and innovation.

The engagements included discussions with the Monetary Authority of Singapore (MAS), the signing of a Memorandum of Understanding (MoU) with the Global Finance & Technology Network (GFTN), and the Nigeria–Asia Financial Connectivity Dialogue, convened by the CBN in collaboration with J.P. Morgan, Nigerian Exchange Group (NGX) and FMDQ Group.

Together, the engagements reflect the CBN’s emphasis on translating Nigeria’s financial-sector reforms into stronger international partnerships, deeper markets and practical channels for investment, trade and financial innovation.

In discussions with MAS, the CBN delegation exchanged perspectives on financial-sector development, regulation, market connectivity and innovation, identifying areas of mutual interest for continued engagement and potential collaboration.

The discussions provided an opportunity to draw on both financial systems‘ experiences and explore how stronger institutional relationships could support financial-market development and emerging technologies.

In a further step towards practical cooperation, the CBN and GFTN signed an MoU establishing a framework for collaboration on financial innovation.

The agreement provides a basis for connecting relevant institutions and innovation ecosystems, exploring areas of mutual interest and identifying practical opportunities for cooperation between Nigeria and Singapore.

At the Nigeria–Asia Financial Connectivity Dialogue, hosted at J.P. Morgan’s Singapore offices and anchored by Mr Dapo Olagunji, Managing Director of J.P. Morgan West Africa, Governor Cardoso outlined Nigeria’s ambition to build deeper, more liquid and internationally connected financial markets, positioning the reforms undertaken in recent years as the foundation for a new phase of market development.

He emphasised that reforms to Nigeria’s foreign-exchange market were aimed at removing distortions, restoring transparency and strengthening confidence in the rules governing market participation.

“The real test of reform is not whether you can attract capital once; it is whether you create the confidence for capital to stay, return and grow,” he said.

The Governor highlighted the importance of credible monetary policy, stronger governance, improved market functioning and predictable rules in creating the conditions for sustained domestic and international investment.

He noted that stabilisation was not an end in itself, but a foundation for broader participation by long-term institutional capital, stronger market infrastructure and more effective connections with international financial markets.

The Dialogue brought together investors, financial institutions, businesses and Nigerians living and working across Asia.

The event featured a panel moderated by Gbolahan Taiwo, J.P. Morgan’s Chief Economist for Africa, with Temi Popoola, Group Managing Director/CEO of NGX Group; Zeal Akaraiwe, Group Managing Director/CEO of FMDQ Group; Aderinola Shonekan, Director of Trade and Exchange at the CBN; and Olumayokun Ajibade, Special Adviser to the Governor on Financial Markets and Economic Policy.

The discussion explored Nigeria’s reform trajectory, from capital formation and foreign-exchange market confidence to the development of deeper, more liquid markets and the infrastructure needed to support sustained international participation.

Cardoso emphasised that Nigeria’s engagement with Asia is intended to extend beyond attracting investment flows to building durable relationships between financial institutions, markets, businesses and people.

He identified opportunities for stronger links between Nigerian and Asian banks and market institutions, more efficient payments and settlement channels, and greater participation by Nigerians living and working across the region.

The Governor also highlighted the growing role of financial technology and artificial intelligence in improving financial services, strengthening risk management, supporting inclusion and enhancing regulatory capabilities.

The Singapore engagements form part of a broader programme of institutional and market engagement across Asia, including further meetings in Beijing.

The post Cardoso Takes Nigeria’s Financial Reforms to Singapore, Signs MoU With GFTN on Innovation appeared first on Business Today NG.