CHIPS
Regular
OMG, it's nothing compared to your capabilities, your work is phenomenal, you are so very clever and funny
, but thank you it means a lot
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Shall we organise the wedding?

OMG, it's nothing compared to your capabilities, your work is phenomenal, you are so very clever and funny
, but thank you it means a lot
![]()
In this 29 April article about the Future of Neuromorphic AI in Electronic Warfare, Steven Harbour not only confirms a partnership between Parallax Advanced Research and Intel (no surprise here, as he already used to collaborate with them closely for years while at SwRI), but also one between Parallax Advanced Research and BrainChip:
Parallax Advanced Research and the Future of Neuromorphic Artificial Intelligence in Electronic Warfare
Published on
Apr 29, 2025
The convergence of artificial intelligence and defense technologies is poised to redefine the future of electronic warfare (EW). This shift, driven by third-generation AI techniques like spiking neural networks (SNN) and neuromorphic research, represents a critical step forward in equipping the U.S. military with innovative and adaptable solutions. We spoke with Dr. Steven Harbour, Parallax Advanced Research director of AI Hardware Research and a leading expert in neuromorphic research, to explore how his team is advancing AI capabilities and addressing emerging challenges in defense.
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Parallax Advanced Research and Southwest Research Institute (SwRI) EW Team; left to right: Mr. Justin S. Tieman, Principal Engineer, SwRI; Mr. Keith G. Dufford, Senior Program Manager, SwRI; Mr. David A. Brown, Institute Engineer; and Director AI Hardware Research and Neuromorphic Center of Excellence, Parallax; Dr. Steven D. Harbour
Exploring AI’s Next Frontier
Traditional AI excels in tasks it has been trained on, demonstrating precision in recognizing familiar patterns and processing expected queries. However, Harbour highlights a significant limitation: AI's brittleness when confronted with the unexpected.
Humans, on the other hand, adapt to the unknown through cognitive problem-solving, a capability that AI systems must emulate to address future challenges effectively.
SNNs, inspired by the human brain’s functionality, offer a promising solution. Unlike traditional feedforward neural networks rooted in inferential statistics, SNNs excel in rapid decision-making under uncertainty, making them particularly suited for dynamic environments like electronic warfare.
Scaling Neuromorphic Systems
Parallax is at the forefront of advancing third-generation AI algorithms, partnering with Intel and Brainchip to develop scalable neuromorphic hardware.
In terms of deployment, neuromorphic processors can be integrated into existing electronic countermeasure (ECM) pods, widely used in both Air Force and Navy operations. These pods, which are part of strike packages including crewed and uncrewed aircraft, offer a clear pathway for fielding these advanced systems across the Department of Defense (DoD).
The Role of Partnerships in Shaping AI Research
Collaboration plays a pivotal role in advancing neuromorphic research. Parallax, headquartered in Dayton, Ohio, benefits from proximity to leading institutions like the University of Dayton and the University of Cincinnati. Harbour’s connections with researchers like Professors Dr. Tarek Taha, Dr. Chris Yakopcic, and Dr. Vijayan K. Asari University of Dayton and Dr. Kelly Cohen an Endowed Chair and Lab Director at the University of Cincinnati have led to innovative projects, including combining “fuzzy” logic with Neuromorphic SNNs to enhance AI decision-making.
Parallax’s independent research efforts are further bolstered by partnerships with institutions like Intel and Brainchip, ensuring access to cutting-edge neuromorphic technologies. These collaborations not only drive technological innovation but also foster a thriving research ecosystem essential for addressing the unique challenges of EW.
Evolving Applications in Defense Technologies
Over the next few years, an AFLCMC initiative will focus on developing and deploying third-generation AI algorithms on neuromorphic platforms. According to Harbour, the initiative aims to create “fieldable systems that can operate effectively in air, sea, land, and space environments.” This vision extends to supporting broader DoD efforts, including AFRL’s test facilities and ongoing collaboration with Southwest Research Institute.
The adaptability of these systems will be critical for countering emerging threats. Harbour envisions a future where AI-powered EW solutions can address the unknown, enhancing situation awareness and enabling rapid response in high-stakes scenarios.
AI and the Future of EW
As neuromorphic research progresses, its impact on EW solutions for the U.S. military is undeniable. From enhancing strike packages to integrating AI into naval, land, and space operations, the potential applications are vast. Harbour emphasizes the importance of continued innovation and collaboration:
Through its pioneering work in AI and defense technologies, Parallax is shaping a future where adaptability and innovation are the cornerstones of national security. By bridging the gap between academic research and practical deployment, the team is ensuring that the U.S. military remains at the cutting edge of electronic warfare capabilities.
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About Parallax Advanced Research & The Ohio Aerospace Institute (OAI)
Parallax is a 501(c)(3) private nonprofit research institute that tackles global challenges through strategic partnerships with government, industry, and academia. It accelerates innovation, addresses critical global issues, and develops groundbreaking ideas with its partners. With offices in Ohio and Virginia, Parallax aims to deliver new solutions and speed them to market. In 2023, Parallax and OAI formed a collaborative affiliation to drive innovation and technological advancements in Ohio and for the nation. OAI plays a pivotal role in advancing the aerospace industry in Ohio and the nation by fostering collaborations between universities, aerospace industries, and government organizations, and managing aerospace research, education, and workforce development projects.
Today, Parallax Advanced Research also posted on LinkedIn about “working with top partners like Intel, BrainChip, and Southwest Research Institute to build the next generation of adaptive, scalable defense systems”:
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🚀 Exploring the Future of AI in Electronic Warfare 🧠⚡ | Parallax Advanced Research
🚀 Exploring the Future of AI in Electronic Warfare 🧠⚡ Parallax Advanced Research is breaking new ground in neuromorphic artificial intelligence, working with top partners like Intel, Brainchip, and Southwest Research Institute to build the next generation of adaptive, scalable defense systems...www.linkedin.com
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Would you please do us all a favor?Absolutely. A total disaster. There was no need for "the board to argue in public" as Guzzi tries to make out.
Any board member could have simply said "Antonio, sorry, I think we should take a moment to check the ASX announcement before we continue"... that simple....
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ISL at IEEE Int’l Radar Conf: Day1 | Information Systems Laboratories
ISL at IEEE Int’l Radar Conf: Day1 Meet the onsite ISL team! From left to right: Dr.’s Hoan K Nguyen, Sandeep Gogineni, and Radu Visina. Come see our RFView Digital Engineering Tools in action! High-fidelity physics-based modsim seamlessly flows into integrated hardware-in-the-loop (HWIL) for...www.linkedin.com
Advanced Algorithms including
Cognitive Radar
Neuromorphic Computing
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Information Systems Labs Joins BrainChip Early Access Program
BrainChip announced that Information Systems Labs is developing an AI-based radar research solution for the AFRL based on Akida™brainchip.com
Thanks for posting. I'll take the < 2.5 W mode option and use the power saving on an Australian made satellite beacon.Late April, EDGX pushing out a general DPU sat product running on NVIDiA and have included an optional Akida module for ultra low power applications and event processing.
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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
EDGX DPU - Onboard AI Compute powered by NVIDIA
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Key highlights
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.
It combines advanced AI processing with a modular architecture and includes an optional neuromorphic module for ultra-low-power applications. A built-in supervisory system improves reliability and availability through real-time monitoring and automated recovery. The DPU supports flexible power mode configuration, allowing users to adapt power consumption to mission constraints. Designed for ease of development, it features a Docker-based application deployment framework and is reprogrammable through reliable over-the-air (OTA) updates. Qualified for radiation, thermal, mechanical, and electromagnetic conditions, the compact and efficient DPU integrates seamlessly into a wide range of satellite platforms and supports all common European and U.S.-based launch vehicles.
Applications
Satellite Communication
Earth Observation (SAR / Optical / Hyperspectral)
- 5G/6G NTN onboard gNodeB Acceleration
- Spectrum Monitoring
- Radio Resource Management
- Network Traffic Management
In-orbit servicing
- Data Compression, Reduction, Calibration
- Data Preprocessing (L0 => L2)
- Cognitive Sensors
Key features
- Rendezvous & Proximity Operations (Pose Estimation)
- Asset monitoring & Tracking
Manufacturing
- 157 TOPS AI compute
- [Optional] Neuromorphic Processing Unit Card (BrainChip Akida, < 2.5 W mode, for event-based processing)
- Radiation-tested: 30 Krad TID, SEE-hardened (LETth 38 MeV·cm²/mg)
- Vibration & TVAC tested, EMC/EMI compliant
- Compact & lightweight: 0.5U, <1 kg
- Flexible power mode configuration: 2.5W / 10W / 30W / 40W
- Flexible I/O: PCIe 4.0, USB 3.2, Ethernet, CAN, UART
- Robust software: Linux (Yocto), FreeRTOS, Docker, OTA
- Memory & storage: 16 GB LPDDR5, 1 TB NVMe SSD
- Designed for LEO & standard launchers
Design, Manufacturing and AIT fully executed in Belgium (EU)
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ISL at IEEE Int’l Radar Conf: Day1 | Information Systems Laboratories
ISL at IEEE Int’l Radar Conf: Day1 Meet the onsite ISL team! From left to right: Dr.’s Hoan K Nguyen, Sandeep Gogineni, and Radu Visina. Come see our RFView Digital Engineering Tools in action! High-fidelity physics-based modsim seamlessly flows into integrated hardware-in-the-loop (HWIL) for...www.linkedin.com
Advanced Algorithms including
Cognitive Radar
Neuromorphic Computing
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Information Systems Labs Joins BrainChip Early Access Program
BrainChip announced that Information Systems Labs is developing an AI-based radar research solution for the AFRL based on Akida™brainchip.com
Amen!!Great news, but we can't possibly work with a company like them. Have you seen the state of that unironed tablecloth. What a shit company, really unprofessional !!
I'm guessing you didn't watch it!!Would you please do us all a favor?
Please disappear until April 2026 again. Then the next AGM will happen soon again and you can start your next try hating the BOD again.
I am sick of reading your posts here. Same shit again and again.
Thank you and cu in 11 month again. Now back to topic please
@Cardpro Ken has responded to my email and confirmed the $9m booking target is USD.Incorrect.
I asked the question about whether the $9m is net of costs or gross revenue. My question couldn't have been more clear but I am an accountant and Antonio is not.
I expected him to direct the question to Ken but he chose not too which then resulted in the question having to be repeated so he could understand.
He gave the example that if they had sales of $2m and had direct costs of $1.9m then it would count as $100k in bookings.
This is what we as shareholders want because bookings being gross revenue means $9m in revenue is all that is required and it's therefore lot easier for Sean to get his RSU's and means lower revenue outcome.
If it's based on net then revenue will need to be higher than $9m, and depending on gross margins, could need to be several million higher. In the case of the AFRL contract, it was $1.8m revenue and $800k in subcontractor costs, meaning a gross profit of $1m and gross profit margin of 44.44%
If every deal was based on the same margin they'd need $16.2m in bookings to meet $9m in gross profit and therefore the bookings target.
The only thing I would note is that I would assume most of our deals will probably just have a contract sale amount that is both the gross and net amount. AFRL contract is as far as I'm aware the first one where we had the on cost of a subcontractor to help deliver the project, so it would be misleading to say we need $16.2m to get the $9m, but you get the picture.
Last thing I'd want to happen is they win a $9m contract, pay Sean his RSU's and then we have to fork out (using 44.44% margin) $4m in subcontractor fees. I would be livid if the true value of the deal was only $5m to Brainchip yet Sean's targets were considered met.
Good question on the currency, I didn't think to ask that but would assume USD. If I remember tomorrow I will ask Ken.
Public forum mate, and no I will continue to post here as long as these idiots are not doing the right thing by shareholders.Would you please do us all a favor?
Please disappear until April 2026 again. Then the next AGM will happen soon again and you can start your next try hating the BOD again.
I am sick of reading your posts here. Same shit again and again.
Thank you and cu in 11 month again. Now back to topic please
Thanks!@Cardpro Ken has responded to my email and confirmed the $9m booking target is USD.
Agree, business wise it was very promising. All the 'he said/she said' carry on is just a smoke screen from the traction that we are gaining.Personally I thought that was one of the most promising AGMs.
Sean stood up and answered some very tough questions and gave honest answers. I appreciate his honesty that there won't be any royalties this year despite the effort that has been put in place.
I also love the way Antonio defended the company and BOD. Great to see his raw emotion comes to play when really needed.
Overall, I am very happy to wait until end of 2027/28 to see the progress that Sean is making and hopefully seeing some royalties from 2034/35.
It is now just a waiting game really. Akida everywhere!
Not advice as always.