BRN Discussion Ongoing

[DK6161]

Charts been looking crap for sometime and your comment is a typical hot crapper comment

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R U OK Pom?
You sounds bitter, old mate. I thought you're going to keep accumulating and be greedy in times like this.
C'mon then, show us the buy order old chap!
I am just stating what the charts are showing.
And remember, we are on the same boat so I share your frustrations.
Not advice

 

[manny100]

R U OK Pom?
You sounds bitter, old mate. I thought you're going to keep accumulating and be greedy in times like this.
C'mon then, show us the buy order old chap!
I am just stating what the charts are showing.
And remember, we are on the same boat so I share your frustrations.
Not advice

BRN chart wise has been in a long range/base since around September 2023.
Its generally accepted that Neuromorphic AI at the Edge will experience exponential growth.
BRN is generally accepted as the leader of Neuromorphic AI.
At this stage of the cycle those who believe the above is true will accumulate patiently.
The role of good news:
If you believe the above is true then really good news will be the catalyst to break the equilibrium of the range/base and attract new buyers to the extent we will see higher highs and higher lows confirming a sustained uptrend.
Once the trend is established we will then see momentum investing.
Generally, a long base at lows followed by really good news on volume is a classic technical pattern for identifying potential significant price increases.

 

[7für7]

Yeeeehaa record braking! Already 2 announcements this week… will we see 3 or 4???

 

[Pom down under]

R U OK Pom?
You sounds bitter, old mate. I thought you're going to keep accumulating and be greedy in times like this.
C'mon then, show us the buy order old chap!
I am just stating what the charts are showing.
And remember, we are on the same boat so I share your frustrations.
Not advice

Never bitter just playing games with all the weasels from hot crapper

 

[smoothsailing18]

Isn't it Akida that specifically is what helps Nanose sniff partials out or is Jetson able to also do this as well ?.

 

[Bravo]

Isn't it Akida that specifically is what helps Nanose sniff partials out or is Jetson able to also do this as well ?.

Could NVIDIA's Jeston series sniff out the VOC particles with the same accuracy as BrainChip's Akida in relation to Nanose?

ChatGPT said:​

The short answer is: not directly — NVIDIA Jetson modules and BrainChip’s Akida neuromorphic processor operate on fundamentally different architectures and processing models. While both can process data from an e-nose (electronic nose) sensor array, Akida has specific advantages for low-power, real-time inference of volatile organic compounds (VOCs) due to its neuromorphic design.

---

Breakdown: Jetson vs. Akida for VOC Detection (e.g., in NaNose)​

Feature	BrainChip Akida	NVIDIA Jetson (e.g., Xavier NX, Orin)
Architecture	Neuromorphic (Spiking Neural Network)	GPU-accelerated (deep learning, CNNs, LSTMs)
Data Model	Event-based / spike-encoded	Frame-based / dense tensor processing
VOC Sensor Interface	Optimized for real-time spiking data (e.g., AERO encoding)	Can interface but needs preprocessing
Latency	Ultra-low (milliseconds)	Higher (requires buffer + batch inference)
Power Efficiency	Micro-watt to milli-watt range	Several watts to tens of watts
Accuracy with NaNose	Demonstrated 97%+ accuracy using spike-based classification	Potentially similar, but with higher power cost and latency
Training Approach	Online/on-device continual learning	Typically pre-trained and updated via cloud or edge inference
Scalability	Excellent for embedded sensors	Better for multi-modal, compute-heavy scenarios

---

Why Akida May Be Better Suited for VOC Detection in NaNose-Type Devices​

1. Real-Time Spike-Based Classification
   • VOCs generate dynamic, time-dependent signals. Akida processes them directly as spikes, which mimics the biological olfactory system.
   • Jetson would require conversion of VOC sensor data into tensors, potentially losing time-domain resolution and increasing preprocessing complexity.
2. On-Device Learning
   • Akida supports on-chip continual learning, useful for adapting to new users, environments, or sensor drift.
   • Jetson typically relies on cloud-based retraining or large local models with fixed parameters.
3. Power Budget
   • NaNose aims for handheld, portable diagnostics — environments where Jetson’s 10–15W draw (or more) is impractical compared to Akida’s sub-1W footprint.
4. Biological Relevance
   • Akida’s neuromorphic design is inspired by the human olfactory cortex, making it intrinsically well-suited to VOC processing.
   • Jetson is general-purpose AI hardware — very powerful but not biologically inspired or VOC-specialized.

---

Could They Be Used Together?​

Yes. It's theoretically feasible for a hybrid system:

• Akida could perform first-pass classification or anomaly detection from e-nose input.
• Jetson could handle broader context processing, GUI, connectivity, or integration with other modalities (e.g., image + breath analysis).

---

Conclusion​

While Jetson modules are powerful general-purpose AI edge processors, BrainChip’s Akida is purpose-built for ultra-low-power, spike-based sensory tasks like VOC detection. In a medical e-nose like NaNose, Akida is likely more efficient, biologically aligned, and better suited to the task, especially where power, latency, and real-time accuracy are critical.






ChatGPT can make mistakes. Check important info.

 

[Diogenese]

Anastasi Nvidia Huawei Spray Tan

Looks like Anastasi was standing downwind of Donald’s morning application.



China's HUGE AI Chip Breakthrough: NVIDIA is out?

 

[Labsy]

BRN chart wise has been in a long range/base since around September 2023.
Its generally accepted that Neuromorphic AI at the Edge will experience exponential growth.
BRN is generally accepted as the leader of Neuromorphic AI.
At this stage of the cycle those who believe the above is true will accumulate patiently.
The role of good news:
If you believe the above is true then really good news will be the catalyst to break the equilibrium of the range/base and attract new buyers to the extent we will see higher highs and higher lows confirming a sustained uptrend.
Once the trend is established we will then see momentum investing.
Generally, a long base at lows followed by really good news on volume is a classic technical pattern for identifying potential significant price increases.

I call upon the omnipotent power of the universe to grant us a "Trading halt" followed by news of a significant partnership by big tech or/and an offer to buy us out for 5 dollars a share....

 

[Space Cadet]

I call upon the omnipotent power of the universe to grant us a "Trading halt" followed by news of a significant partnership by big tech or/and an offer to buy us out for 5 dollars a share....

Followed by counter offers from other big tech competitors ending up at $14 a share. One can dream but if you have an offer you want more than one interested.

SC

 

[manny100]

Could NVIDIA's Jeston series sniff out the VOC particles with the same accuracy as BrainChip's Akida in relation to Nanose?

ChatGPT said:​

The short answer is: not directly — NVIDIA Jetson modules and BrainChip’s Akida neuromorphic processor operate on fundamentally different architectures and processing models. While both can process data from an e-nose (electronic nose) sensor array, Akida has specific advantages for low-power, real-time inference of volatile organic compounds (VOCs) due to its neuromorphic design.

---

Breakdown: Jetson vs. Akida for VOC Detection (e.g., in NaNose)​

Feature	BrainChip Akida	NVIDIA Jetson (e.g., Xavier NX, Orin)
Architecture	Neuromorphic (Spiking Neural Network)	GPU-accelerated (deep learning, CNNs, LSTMs)
Data Model	Event-based / spike-encoded	Frame-based / dense tensor processing
VOC Sensor Interface	Optimized for real-time spiking data (e.g., AERO encoding)	Can interface but needs preprocessing
Latency	Ultra-low (milliseconds)	Higher (requires buffer + batch inference)
Power Efficiency	Micro-watt to milli-watt range	Several watts to tens of watts
Accuracy with NaNose	Demonstrated 97%+ accuracy using spike-based classification	Potentially similar, but with higher power cost and latency
Training Approach	Online/on-device continual learning	Typically pre-trained and updated via cloud or edge inference
Scalability	Excellent for embedded sensors	Better for multi-modal, compute-heavy scenarios

---

Why Akida May Be Better Suited for VOC Detection in NaNose-Type Devices​

1. Real-Time Spike-Based Classification
   • VOCs generate dynamic, time-dependent signals. Akida processes them directly as spikes, which mimics the biological olfactory system.
   • Jetson would require conversion of VOC sensor data into tensors, potentially losing time-domain resolution and increasing preprocessing complexity.
2. On-Device Learning
   • Akida supports on-chip continual learning, useful for adapting to new users, environments, or sensor drift.
   • Jetson typically relies on cloud-based retraining or large local models with fixed parameters.
3. Power Budget
   • NaNose aims for handheld, portable diagnostics — environments where Jetson’s 10–15W draw (or more) is impractical compared to Akida’s sub-1W footprint.
4. Biological Relevance
   • Akida’s neuromorphic design is inspired by the human olfactory cortex, making it intrinsically well-suited to VOC processing.
   • Jetson is general-purpose AI hardware — very powerful but not biologically inspired or VOC-specialized.

---

Could They Be Used Together?​

Yes. It's theoretically feasible for a hybrid system:

• Akida could perform first-pass classification or anomaly detection from e-nose input.
• Jetson could handle broader context processing, GUI, connectivity, or integration with other modalities (e.g., image + breath analysis).

---

Conclusion​

While Jetson modules are powerful general-purpose AI edge processors, BrainChip’s Akida is purpose-built for ultra-low-power, spike-based sensory tasks like VOC detection. In a medical e-nose like NaNose, Akida is likely more efficient, biologically aligned, and better suited to the task, especially where power, latency, and real-time accuracy are critical.






ChatGPT can make mistakes. Check important info.

This is why Nanose originally chose BRN:
" Because Akida’s “Edge AI” is a complete neural processor that does not require an external CPU, memory, or Deep Learning Accelerator (DLA), and because it is ultra-low power, it offers a realistic opportunity for an inexpensive hand-held diagnostic testing tool akin to a breathalyzer."

BrainChip Inc. and NaNose Medical Successfully Detect COVID-19 in Exhaled Breath with Fast High-Accuracy Results

BrainChip announces progress in testing with the NaNose where patients’ exhaled breath samples were tested for COVID-19.

brainchip.com

 

[manny100]

"BrainChip Eyes Edge AI Market Dominance"​

" After acknowledging past inflexibility, BrainChip has overhauled its product offering, now boasting a suite of products designed to adapt to changing market conditions. The company has seen more engagements in the past five months than ever before, driving confidence in future bookings."
" CEO Sean Hehir highlighted the increasing demand for Edge AI solutions, fueled by the transition of Generative AI from data centers. BrainChip is focusing on State-Space Models (SSMs), particularly Temporal Event-based Neural Networks (TENNs), to establish leadership in Edge applications."

BrainChip Eyes Edge AI Market Dominance - Sharecafe

BrainChip Holdings Ltd (ASX:BRN) is strategically positioning itself to become a dominant force in the Edge AI market. At the Annual General Meeting, Chairman Antonio Viana and CEO Sean Hehir outlined the company's ambitious plans for 2025 and beyond, emphasizing a robust product roadmap...

www.sharecafe.com.au

 

[Slade]

Soon

 

[smoothsailing18]

Thanks Bravo, so hopefully the two ( jetson and Akida ) are integrated into the nanose which would make sense imo.

 

[Space Cadet]

How about 70 of us on this forum purchase a syndicate ticket in next Tuesday's $70 million OZ Lotto draw?

Already have

SC

 

[Jacob Kiraz]

Yeeeehaa record braking! Already 2 announcements this week… will we see 3 or 4???

We're they official on the ASX

 

[Deadpool]

Anastasi Nvidia Huawei Spray Tan

Looks like Anastasi was standing downwind of Donald’s morning application.



China's HUGE AI Chip Breakthrough: NVIDIA is out?

She's still a horn bag my friend (so I've been told by my female friends) although her feet may be a bit a sketchy.
I think I may have started that feet rumor back in the day. LOL Bravo

 

[Frangipani]

The EDGX DPU, based on an NVIDIA Jetson Orin NX and designed for LEO (Low Earth Orbit) missions, can now be sourced through https://satsearch.co/ - with an optional neuromorphic BrainChip Akida add-on:

Happy to welcome EDGX as a satsearch trusted supplier. | Narayan Prasad

Happy to welcome EDGX as a satsearch trusted supplier. Introducing the EDGX DPU, a compact, powerful and modular AI processing system purpose-built for smallsats — and hardened for space. 🔹 Powered by NVIDIA Jetson Orin NX, this DPU delivers 157 TOPS of AI compute in a <1 kg, 0.5U form...

www.linkedin.com

View attachment 84896

EDGX DPU - Onboard AI Compute powered by NVIDIA | satsearch

The EDGX DPU is the most optimal earth-like AI processing system hardened to scale in space. Powered by NVIDIA Jetson Orin NX technology, this DPU is designed for powerful, energy-efficient and scalable onboard AI computing for smallsats.

satsearch.co

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the global marketplace for the space industry | satsearch

The global marketplace for space, satsearch features space products, sub-systems, components, software, and services from suppliers around the world.

satsearch.co

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The EDGX team recently presented their EDGX DPU to the Belgian Federal Minister for Public Enterprises, Civil Service, State Building Management, Digitalization and Science Policy & her entourage, which also included a Programme Manager from the Belgian Science Policy Office (BELSPO):

🇧🇪 We had the honour of welcoming Federal Minister Vanessa Matz responsible for Public Enterprises, Civil Service, State Building Management, Digitalization and #SciencePolicy, along with Matthias… | EDGX

🇧🇪 We had the honour of welcoming Federal Minister Vanessa Matz responsible for Public Enterprises, Civil Service, State Building Management, Digitalization and #SciencePolicy, along with Matthias P. from BELSPO - Belgian Science Policy Office to the EDGX headquarters 🚀 It was a great...

www.linkedin.com

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By the looks, EDGX are counting down to a launch in Q1/2026:

View attachment 84903


As LinkedIn doesn’t provide the exact date of the post, I checked out the Minister’s Instagram profile for any clues - et voilà!

Besides finding out that her visit in Ghent must have been on 16 April itself or a couple of days earlier at most (although the lack of time adverbs such as ‘yesterday‘ or ‘last week’ suggest it was likely a same-day post), I also spotted a BrainChip sticker at the EDGX headquarters in Ghent.

So the launch must be scheduled for no later than 1 March 2026, then.

View attachment 84904

Our Belgian space-tech partner EDGX just unveiled their new logo with the catchphrase “Sky-high Intelligence” at SmallSat Europe 2025 in Amsterdam, where they’re showcasing their EDGX DPU that was “designed to enable real-time in-orbit edge computing for next-gen missions in Earth Observation, Satcom and In-Orbit Servicing”. It runs on an NVIDIA Jetson Orin NX and comes with an optional neuromorphic Akida module for ultra-low-power applications:

🚀 Heading off at SmallSat Europe 2025! | EDGX

🚀 Heading off at SmallSat Europe 2025! 🇪🇺 EDGX will be exhibiting at SmallSat Europe next week in Amsterdam! Join us at our booth where we will showcase our AI-based data processing unit – designed to enable real-time in-orbit edge computing for next-gen missions in Earth Observation, Satcom and...

www.linkedin.com

🚀 Live from SmallSat Europe in Amsterdam! | EDGX

🚀 Live from SmallSat Europe in Amsterdam! We’re on-site with our brand-new EDGX booth and for the first time, we’re revealing our new logo and visual identity to the world! 🔥 👀 Swing by if you’re around, we’re showing: 🚀 High-performance onboard AI with NVIDIA Orin 🚀 Real-world use cases for...

www.linkedin.com

They also appear to have freshened up their website (which still has the old logo, though): https://www.edgx.space/

 

[Diogenese]

This video is about NASA/DARPA/Lockheed updated AI Warthog:

 

[Baneino]

Es folgten Gegenangebote anderer großer Tech-Konkurrenten, die bei 14 Dollar pro Aktie endeten. Man kann zwar träumen, aber bei einem Angebot möchte man mehr als nur einen Interessenten.

SC

45$

 

[Frangipani]

Uni researchers in the United Arab Emirates (from New York University Abu Dhabi and Khalifa University, Abu Dhabi) have experimented with Akida for neuromorphic AI-based robotics - the field our CTO Dr. Tony Lewis is an expert in:

https://arxiv.org/pdf/2404.03325.pdf

View attachment 60342
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Four Bachelor of Computer Engineering students from Abu Dhabi’s Khalifa University recently used Akida for their Senior Design Project titled “SNN-based Object Tracking using DVS Data”:

Senior Design Project Showcase | Khalifa University | Mohamed Aldhanhani

Senior Design Project Showcase | Khalifa University Proud to present the final outcome of our Senior Design Project: “SNN-based Object Tracking using DVS Data” This project brought together our passion for neuromorphic computing to create a real-time, low-power gesture tracking system using...

www.linkedin.com

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Future work will include “Benchmark on other neuromorphic chips (e.g. Intel Loihi)”.



Their supervisor was Athanasios (Thanos) Stouraitis, a Professor in Khalifa University’s Computer and Information Engineering Department.

Dr. Thanos Stouraitis Professor - Khalifa University

Dr. Thanos Stouraitis joined Khalifa University as Professor and Chair of the Electrical Engineering and Computer Science Department in 2015.

www.ku.ac.ae

View attachment 84797
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While we know of a number of researchers (Jorge Dias, Fakhreddine Zayer) and students at Abu Dhabi’s Khalifa University that have been exploring Akida , others there have been researching neuromorphic sensors and processors by the SynSense Group (“the world’s first fully neuromorphic, end-to-end sensing and processing company”, cf. https://www.synsense.ai/synsense-an...orm-leading-neuromorphic-technology-provider/), which was created when Synsense acquired iniVation last year.

Today, Khalifa University announced a strategic collaboration between its spin-off Kumrah AI, a deep-tech startup from the Advanced Research and Innovation Center (ARIC), and Zurich-based iniVation.

The signed Memorandum of Understanding is “aimed at establishing a global joint venture to develop and commercialize advanced neuromorphic vision-based inspection and autonomy systems (…) The partnership will focus on creating cutting-edge AI-powered hardware and software solutions for industrial and aerospace applications, with plans to localize technologies for the MENA region* and scale them globally. (…) The joint venture that consolidates each party’s technological, commercial, and operational strengths will focus on developing and deploying neuromorphic sensors, processors, and adaptive software tailored for industrial inspection, quality assurance, and autonomous decision-making. The partners will also collaborate on system design, prototype development, and technical validation for key industry verticals, while jointly identifying funding sources and commercial opportunities.

*MENA region = Middle East and North Africa

I'm pleased to announce that we are moving ahead with a key initiative to bring high-performance neuromorphic technology to solving real-world problems in industrial inspection. | Kynan Eng

I'm pleased to announce that we are moving ahead with a key initiative to bring high-performance neuromorphic technology to solving real-world problems in industrial inspection. Looking forward to working closely with our partners at Advanced Research and Innovation Center Khalifa University...

www.linkedin.com

Khalifa University Spin-off Kumrah AI and iniVation, a SynSense Group company, to Launch Neuromorphic Tech Joint Venture | SynSense

MoU Signed at ‘Make it in the Emirates’ to Drive Regional and Global Commercialization of Advanced AI-Powered Systems Khalifa University of Science and Technology today announced a strategic collaboration between its spin-off Kumrah Artificial Intelligence (AI), a deep-tech startup from the...

www.synsense.ai

Khalifa University Spin-off Kumrah AI and iniVation, a SynSense Group company, to Launch Neuromorphic Tech Joint Venture​

2025-05-29
By Christy Aerne

MoU Signed at ‘Make it in the Emirates’ to Drive Regional and Global Commercialization of Advanced AI-Powered Systems

Khalifa University of Science and Technology today announced a strategic collaboration between its spin-off Kumrah Artificial Intelligence (AI), a deep-tech startup from the Advanced Research and Innovation Center (ARIC) and Swiss neuromorphic technology leader iniVation, a SynSense Group company, aimed at establishing a global joint venture to develop and commercialize advanced neuromorphic vision-based inspection and autonomy systems.

The Memorandum of Understanding was signed by Hussain Sajwani, CEO, Kumrah AI, and Dr. Kynan Eng, Chief Commercial Officer, iniVation/SynSense, in the presence of Her Excellency Amal Al Jaberi, CEO, Khalifa University Enterprises Company (KUEC), and Dr. Abdelqader Abusafieh, SVP, Technology & Advanced Materials, Strata, Mubadala, during ‘Make it in the Emirates’ 2025. The MoU underscores the UAE’s commitment to fostering strategic, innovation-driven industrial partnerships that align with its ambition to be a global leader in AI.

Her Excellency Amal Al Jaberi, said: “This collaboration demonstrates Khalifa University’s and KUEC’s role in turning deep research into deployable solutions. By facilitating strategic partnerships through spin-offs like Kumrah AI from the Advanced Research and Innovation Center, we are strengthening the UAE’s leadership in frontier technologies while supporting economic diversification. As the country accelerates its position as a global hub for artificial intelligence, initiatives like this joint venture will help translate emerging research into scalable, market-ready solutions that benefit both local and international industries.”

Hussain Sajwani said: “Signing the MoU at Make it in the Emirates 2025, a platform that provides emerging technology startups the necessary momentum, also reflects Kumrah AI’s commitment to contribute to the UAE’s ambition to be a global leader in AI. Our collaboration with IniVation prepares Kumrah AI to play a defining role in the next wave of AI-driven technologies. We believe the synergy resulting from this partnership will firmly place us among future technology leaders in this arena, positioning the UAE at the forefront of next-generation computing technology.”

Dr. Ning Qiao, CEO, iniVation (a SynSense Group company), and Dr. Kynan Eng, Chief Commercial Officer, said: “Over the years we have been working to bring neuromorphic technology to real-world applications, we have evaluated many developments by customers all over the world. Our decision to collaborate with Kumrah AI and KUEC is based on our conviction that, together with our partners, we have all of the ingredients required to succeed in global markets in aviation, energy, and other industries. We are looking forward to moving forward rapidly together, to bring the benefits of our combined technology and expertise to our customers.”

The partnership will focus on creating cutting-edge AI-powered hardware and software solutions for industrial and aerospace applications, with plans to localize technologies for the MENA region and scale them globally. The joint venture will combine Kumrah’s access to licensed intellectual property and commercialization pathways with iniVation’s neuromorphic vision systems and technical expertise. IniVation is a Swiss firm affiliated with SynSense, together forming a world leader in neuromorphic sensing and processing technologies.

The joint venture that consolidates each party’s technological, commercial, and operational strengths will focus on developing and deploying neuromorphic sensors, processors, and adaptive software tailored for industrial inspection, quality assurance, and autonomous decision-making. The partners will also collaborate on system design, prototype development, and technical validation for key industry verticals, while jointly identifying funding sources and commercial opportunities.

Kumrah AI will lead commercialization and system integration in the MENA region, engaging with local customers, regulators, and partners to ensure successful market deployment. The company will also coordinate workforce development, and regional stakeholder engagement. IniVation will serve as the technical lead, contributing proprietary neuromorphic vision technologies, hardware platforms, and software tools. It will also spearhead global R&D, facilitate knowledge transfer and training, and drive expansion into international markets including Europe, North America, and Asia.

About Khalifa University Enterprises Company (KUEC)
Khalifa University Enterprises Company (KUEC), a fully owned subsidiary of Khalifa University of Science and Technology, was established to strategically commercialize intellectual property and assets from Khalifa University and beyond.
For more information visit: https://www.ku.ac.ae/kuec/

About IniVation AG
iniVation AG is a member of the SynSense Group. The group designs and produces advanced sensors and processors for applications in consumer electronics, industrial automation, aerospace, and other markets.
For more information visit: https://www.inivation.com and https://www.synsense.ai

About Khalifa University of Science and Technology
Khalifa University of Science and Technology, the UAE’s top-ranked research-intensive institution, focuses on developing world leaders and critical thinkers in science, engineering and health science. The world-class university endeavors to be a catalyst to the growth of Abu Dhabi and the UAE’s rapidly developing knowledge economy as an education destination of choice and a global leader among widely acknowledged international universities.
For more information visit: http://www.ku.ac.ae/

---

The gentleman standing next to iniVation/SynSense CCO Kynan Eng in the released photo is Yahya Zweiri, Professor in the Department of Aerospace Engineering at Khalifa University, Director of Khalifa University’s Advanced Research & Innovation Centre (ARIC) and one of the co-founders of Kumrah AI.

Dr. Yahya Zweiri Associate Professor Aerospace Engineering

Dr. Yahyan Zweiri is an Associate Professor of the Department of Aerospace Engineering at Khalifa University.

www.ku.ac.ae

XPANSE

www.xpanse.world

Not much information is yet available about Kumrah AI - the website https://www.kumrah.ai/ is still more or less in stealth mode…

LinkedIn Login, Sign in | LinkedIn

Login to LinkedIn to keep in touch with people you know, share ideas, and build your career.

www.linkedin.com

But here is a short video from the recent ‘Make it in the Emirates’ Exhibition featuring Kumrah AI as one of three Khalifa University spin-offs:

Visualize it, then actualize it | Hafsa Almansoori

Visualize it, then actualize it

www.linkedin.com