I think the biggest worry is that the tech grew itself without paying customers... all the advancement was pretty much funded by investors not customers... I wouldn't have been this worried if we were continuously advancing our tech like new apple/Samsung's smart phones (where people actually pay money to buy them...), but we never had anyone paying us significant $$$ or any loyal "paying" customers...Many of the long term holders have been here for going on 10 years, so it's not surprising that patience occasionally wears thin. However, it is only in the last 5 years that Akida has been available. Before that there was Brainchip Studio (software) and subsequently Brainchip Accelerator (hardware adapted to improve the function of Studio). Akida has gone through a number of iterations since then, and the business model has changed from IP plus ASIC to IP only, and now back to IP plus a somewhat limited hardware embodiment plus "software" in the form of models and MetaTF.
One of the significant developments in Akida 1 was on-chip learning which mitigates the need for retraining when new items need to be included in the model, a task which required the retraining of the entire model in the cloud. Cloud training is a major cost in terms of power and energy for the major AI engines.
Our tech has continued to evolve at a rapid rate under pressure of expanding market requirements. The commercial version of Akida 1 went from 1-bit weights and activations to 4-bits. Akida 1 has been incorporated in groundbreaking on-chip cybersecurity applications (QV, DoE), which is surely a precursor for Akida2/TENNs in microDoppler radar for AFRL/RTX. Akida 2 is embodied in FPGA for demonstration purposes.
Akida 2 went to 8-bits. It also introduced new features like skip, TENNs and state-space models.
The Roadmap also included Akida GenAI with INT16, also in FPGA, and Akida 3 (INT16, FP32), to be incorporated in FPGA within a year.
There is a clear trend to increased accuracy (INT16/FP32) in Akida 3. This indicates an improved ability to distinguish smaller features, although at the expense of greater power consumption. To at least partially compensate for the increased power consumption, Jonathan Tapson did mention a couple of under-wraps patent applications to improve the efficiency of data movement in memory. So I see Akida 3 as a highly specialized chip adapted for applications needing extremely high accuracy, while I think Akida2/TENNs will be the basis for our general business IP/SoC.
The fact that Akida has evolved so rapidly in such large steps is a tribute to the flexibility of its basic design.
https://brainchip.com/brainchip-sho...essing-ip-and-device-at-tinyml-summit-2020-2/
BrainChip Showcases Vision and Learning Capabilities of its Akida Neural Processing IP and Device at tinyML Summit 07.02.2020
SAN FRANCISCO–(BUSINESS WIRE)–
BrainChip Holdings Ltd. (ASX: BRN), a leading provider of ultra-low power, high-performance edge AI technology, today announced that it will present its revolutionary new breed of neuromorphic processing IP and Device in two sessions at the tinyML Summit at the Samsung Strategy & Innovation Center in San Jose, California February 12-13.
In the Poster Session, “Bio-Inspired Edge Learning on the Akida Event-Based Neural Processor,” representatives from BrainChip will explain to attendees how the company’s Akida™ Neuromorphic System-on-Chip processes standard vision CNNs using industry standard flows and distinguishes itself from traditional deep-learning accelerators through key features of design choices and bio-inspired learning algorithm. These features allow Akida to require 40 to 60 percent fewer computations to process a given CNN when compared to a DLA, as well as allowing it to perform learning directly on the chip.
BrainChip will also demonstrate “On-Chip Learning with Akida” in a presentation by Senior Field Applications Engineer Chris Anastasi. The demonstration will involve capturing a few hand gestures and hand positions from the audience using a Dynamic Vision Sensor camera and performing live learning and classification using the Akida neuromorphic platform. This will showcase the fast and lightweight unsupervised live learning capability of the spiking neural network (SNN) and the Akida neuromorphic chip, which takes much less data than a traditional deep neural network (DNN) counterpart and consuming much less power during training.
“We look forward to having the opportunity to share the advancements we have made with our flexible neural processing technology in our Poster Session and Demonstration at the tinyML Summit,” said Louis DiNardo, CEO of BrainChip. “We recognize the growing need for low-power machine learning for emerging applications and architectures and have worked diligently to provide a solution that performs complex neural network training and inference for these systems. We believe that as a high-performance and ultra-power neural processor, Akida is ideally suited to be implemented at the Edge and IoT applications.”
Akida is available as a licensable IP technology that can be integrated into ASIC devices and will be available as an integrated SoC, both suitable for applications such as surveillance, advanced driver assistance systems (ADAS), autonomous vehicles (AV), vision guided robotics, drones, augmented and virtual reality (AR/VR), acoustic analysis, and Industrial Internet-of-Things (IoT). Akida performs neural processing on the edge, which vastly reduces the computing resources required of the system host CPU. This unprecedented efficiency not only delivers faster results, it consumes only a tiny fraction of the power resources of traditional AI processing while enabling customers to develop solutions with industry standard flows, such as Tensorflow/Keras. Functions like training, learning, and inferencing are orders of magnitude more efficient with Akida.
Tiny machine learning is broadly defined as a fast growing field of machine learning technologies and applications including hardware (dedicated integrated circuits), algorithms and software capable of performing on-device sensor (vision, audio, IMU, biomedical, etc.) data analytics at extremely low power, typically in the mW range and below, and hence enabling a variety of always-on use-cases and targeting battery operated devices. tinyML Summit 2020 will continue the tradition of high-quality invited talks, poster and demo presentations, open and stimulating discussions, and significant networking opportunities. It will cover the whole stack of technologies (Systems-Hardware-Algorithms-Software-Applications) at the deep technical levels, a unique feature of the tinyML Summits. Additional information about the event is available at https://tinymlsummit.org/
Something new or just a reminder?
People waiting to see the quarterly.Volume is better than yesterday… but still somehow on the lower level I would say… maybe more gambler than investors
Yeah but honestly…. What does people expect?People waiting to see the quarterly.
Not alot at this stage.Yeah but honestly…. What does people expect?
I bet all the bigger defense providers are at the least testing AKIDA. None of them would want to miss the bus.Interesting...Our partners RTX and Lockheed get a mention here.
Gen. Michael Guetlein noted that he has 60 days to come up with a notional blueprint for Golden Dome. He said. “I owe that back to the deputy secretary of defense in 60 days. So, in 60 days I’ll be able to talk in depth about, hey, this is our vision for what we want to get after for Golden Dome.”
Space Force eyes ‘novel’ development tools for Golden Dome space-based interceptors
Gen. Michael Guetlein, the Pentagon Golden Dome czar, said on Tuesday that the "real technical challenge" for the effort will be building space-based interceptors to knock down enemy missiles in their boost phase.
By Theresa Hitchens on July 23, 2025 at 3:55 PM
![]()
An Air Force Global Strike Command unarmed Minuteman III intercontinental ballistic missile launches during an operational test Oct. 29, 2020, at Vandenberg AFB, Calif. (US Air Force photo by Michael Peterson)
WASHINGTON — The Defense Department is considering innovative methods — such as prize contests and industry cooperation — for kick starting development of space-based interceptors (SBIs) under the Trump administration’s ambitious Golden Dome initiative, according to a senior Space Force official.
Maj. Gen. Stephen Purdy, acting head of space acquisition for the Department of the Air Force, told the House Armed Services Committee today that “from initial discussions” with the Pentagon’s new Golden Dome czar, Gen. Michael Guetlein, and his team, it is clear that the primary goal for SBIs is speed.
“They plan to intend to be as fast as possible,” he said. “[T]hey’re looking at really additional novel ideas, like prize activities, [and] cooperative work with industry where they’re leveraging industry development.”
The Congressional Roundup - your Capitol Hill insights, coming to Breaking Defense!
Speaking at a Space Foundation event on Tuesday, Guetlein acknowledged that SBIs are the long pole in the tent for Golden Dome, which is aimed at creating a comprehensive air and missile defense shield over the US homeland.
“I think the real technical challenge will be building of the space-based interceptor. That technology exists. I believe we have proven every element of the physics that we can make it work. What we have not proven is: First, can I do it economically; and then second, can I do it at scale? Can I build enough satellites to get after the threat? Can I expand the industrial base fast enough to build those satellites? Do I have enough raw materials, etc?” he said.
Guetlein further noted that he has 60 days to come up with a notional blueprint for Golden Dome.
“I’ve been given 60 days to come up with the objective architecture,” he said. “I owe that back to the deputy secretary of defense in 60 days. So, in 60 days I’ll be able to talk in depth about, hey, this is our vision for what we want to get after for Golden Dome.”
![]()
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As the Space Force moves forward with development of SBIs, Purdy said the service will apply “lessons learned” from recent efforts to shorten acquisition timelines for other space systems by using non-traditional contracting vehicles, such as Other Transaction Authority, Middle Tier Acquisition constructs and Commercial Solutions Openings.
Further, he stressed that in order to take advantage of commercial innovation, it is key that SBI development not be bogged down by “gold standard” requirements developed up front — instead defining necessary capabilities and asking industry how it can provide solutions.
“Broadly speaking, what we are trying to get after [is to] let industry bid to those pieces, and then we have the maturity and flexibility to pick different elements that might have different levels of capability, but each provide their own uniqueness and bring those forward,” Purdy said.
Another key to success that the Space Force has learned in its own acquisition reform efforts is the need to ensure multiple providers, he said.
![]()
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Global military space spending growth trend continues in 2024, topping $60B
While US spending on national security space continues to dwarf that of the rest of world, non-US military space spending has jumped a whopping 76.5 percent over the last five years.
By Theresa Hitchens
“[T]he opportunity to have multiple winners in the end game, and not just a one and done, I think, is critical. It allows you to have continued to build that industrial base. It allows you extra resiliency.”
According to a report by Reuters, in particular the Pentagon is looking at how to move away from reliance on SpaceX for both launch services and communications satellites for Golden Dome in the wake of the ongoing feud between President Donald Trump and the company’s founder Elon Musk. Citing several government officials, the report noted that DoD is eyeing Amazon’s Project Kuiper to provide data relay services, and has initiated talks with launch providers Stoke Space and Rocket Lab regarding Golden Dome.
Purdy said that Guetlein and his team have “already hit commercial a couple of times” to discuss SBI development.
A number of companies already are advertising their interest, including big defense firms Lockheed Martin, RTX and Northrop Grumman. Indeed, Northrop Grumman CEO Kathy Warden said Tuesday during an earnings call that the company already is performing ground-based tests on an SBI design that she believes can be accelerated.
I think the biggest worry is that the tech grew itself without paying customers... all the advancement was pretty much funded by investors not customers... I wouldn't have been this worried if we were continuously advancing our tech like new apple/Samsung's smart phones (where people actually pay money to buy them...), but we never had anyone paying us significant $$$ or any loyal "paying" customers...
We've always been hearing about EAPs, many excitements, excellent feedbacks, but yet, there's nothing in terms of $$$. Yes, it does look like we are finally getting some attention we deserve lately, I do hope that it will lead us to $$$ this time... unlike Merc / NASA / Valeo / Ford / Vw, etc...
View attachment 88542 View attachment 88543 View attachment 88544![]()
Selamlar Dostlar 🙏🏻 Graph Neural Networks ve Spiking Neural Networks gibi düşük güç harcayan nöral tabanlı AI modelleriyle ilgilenirken, neuromorphic işlemcilere merak saldım. | Alican Kiraz
Selamlar Dostlar 🙏🏻 Graph Neural Networks ve Spiking Neural Networks gibi düşük güç harcayan nöral tabanlı AI modelleriyle ilgilenirken, neuromorphic işlemcilere merak saldım. Bu işlemciler, insan beyninin sinir ağlarını taklit ederek olay tabanlı hesaplama yapıyor. Ve yalnızca sensör...www.linkedin.com
Hi @Humble Genius,
it’s a 2020 picture of an AKD1000 reference board, which must have been the evaluation board our EAP customers received:
![]()
BrainChip Confirms Validation of the Akida Neural Processor
Brainchip announces the Company has validated the Akida Neuromorphic System-on-Chip (NSoC) design with functional silicon.brainchip.com
View attachment 88564 View attachment 88565 View attachment 88566
At the time, our company was planning on releasing AKD1000 both in an M.2 form factor (which eventually happened in early 2025) and in a USB form factor (which hasn’t happened so far).
But for some reason the plans changed:
In January 2022, BrainChip started taking orders for the AKD1000 Mini PCIe Board that we are so familiar with (and that is still being sold via https://shop.brainchipinc.com/ these days, although at a much discounted price: for US$ 289 instead of the original US$ 499).
![]()
Brainchip ships first mini PCIexpress board with spiking neural network chip
Brainchip is taking orders for its AIoT mini PCIe board, with a full design layout, using the neuromorphic Akida AKD1000 AI chipwww.eenewseurope.com
View attachment 88567
![]()
When I saw this Akida AKD1000 board I was surprised: It's historic! | Alf Kuchenbuch
When I saw this Akida AKD1000 board I was surprised: It's historic! Go here https://lnkd.in/dxJfPs3b to buy latest AKD1000 eval boards in PCIe and M.2 form factors for below $300 + shipping.www.linkedin.com
View attachment 88568
Thanks Bravo, interesting,Here's an extract from this article which shows some cybersecurity-related allocations form the One Big Beautiful Bill.
View attachment 88836
Extract from above article.
View attachment 88837
ChatGPT says:
Cybersecurity and the “One Big Beautiful Bill”?
- Passed July 4, 2025, it’s a massive reconciliation package with sweeping policy and budget provisions Forbes+1Forbes+1The White House+6Wikipedia+6GovFacts+6.
- Cybersecurity-related allocationsinclude:
- $90 million for APEX accelerators and cybersecurity support aimed at small/non‑traditional defense contractors PitchBook+3TechRadar+3Wikipedia+3Security Sales & Integration+1Security Industry Association+1.
- $20 million channelled to DARPA for defense cybersecurity programs SC Media+15Security Sales & Integration+15SparTech Software+15.
- Additional hundreds of millions in DoD IT modernization, including AI-driven threat detection funding industrialautomationindia.in+3SparTech Software+3Quantum Zeitgeist+3.
Could this benefit CNRT (Quantum Ventura + BrainChip + Lockheed)?
- CNRT is a real-time, AI-driven cybersecurity tech using BrainChip’s Akida neuromorphic processor at the edge quantumventura.com+11quantumventura.com+11industrialautomationindia.in+11.
- The $90 million APEX funds are specifically intended to support small, non-traditional defense contractors — exactly CNRT’s fit in terms of size and innovation scope Security Sales & Integration+1Security Industry Association+1.
Will it funnel into CNRT?
- High potential:
- CNRT aligns perfectly with APEX’s mission—edge-based, AI-powered cybersecurity for critical infrastructure.
- With DARPA also receiving new funding, the broader cybersecurity ecosystem is stimulated.
- Getting there:
- CNRT reforms still early-stage and developing; they’d need to apply via grants or government contracts.
- Teams usually partner with agencies like DARPA or the DoD’s CISO office to access these pools.
Yes — CNRT is well-positioned to benefit from the bill’s funding framework, especially through APEX and DARPA channels. With the right applications and partnerships, they could substantially accelerate deployment of neuromorphic cybersecurity at the edge—potentially feeding into Dept of Homeland Security, border security, or defense sectors.
Bottom line
Capability | Akida’s Role |
---|---|
Sensor Fusion | Combine radar, EO/IR, and EW data at the edge for real-time threat analysis |
Autonomous Launch Decision | Trigger intercepts based on local inference without human or cloud input |
Threat Signature Adaptation | Learn new missile profiles on-device as adversaries evolve tactics |
Cybersecurity Hardening | Eliminate cloud APIs and reduce I/O vectors for adversary exploitation |
Hi Bravo,Interesting...Our partners RTX and Lockheed get a mention here.
Gen. Michael Guetlein noted that he has 60 days to come up with a notional blueprint for Golden Dome. He said. “I owe that back to the deputy secretary of defense in 60 days. So, in 60 days I’ll be able to talk in depth about, hey, this is our vision for what we want to get after for Golden Dome.”
Space Force eyes ‘novel’ development tools for Golden Dome space-based interceptors
Gen. Michael Guetlein, the Pentagon Golden Dome czar, said on Tuesday that the "real technical challenge" for the effort will be building space-based interceptors to knock down enemy missiles in their boost phase.
By Theresa Hitchens on July 23, 2025 at 3:55 PM
![]()
An Air Force Global Strike Command unarmed Minuteman III intercontinental ballistic missile launches during an operational test Oct. 29, 2020, at Vandenberg AFB, Calif. (US Air Force photo by Michael Peterson)
WASHINGTON — The Defense Department is considering innovative methods — such as prize contests and industry cooperation — for kick starting development of space-based interceptors (SBIs) under the Trump administration’s ambitious Golden Dome initiative, according to a senior Space Force official.
Maj. Gen. Stephen Purdy, acting head of space acquisition for the Department of the Air Force, told the House Armed Services Committee today that “from initial discussions” with the Pentagon’s new Golden Dome czar, Gen. Michael Guetlein, and his team, it is clear that the primary goal for SBIs is speed.
“They plan to intend to be as fast as possible,” he said. “[T]hey’re looking at really additional novel ideas, like prize activities, [and] cooperative work with industry where they’re leveraging industry development.”
The Congressional Roundup - your Capitol Hill insights, coming to Breaking Defense!
Speaking at a Space Foundation event on Tuesday, Guetlein acknowledged that SBIs are the long pole in the tent for Golden Dome, which is aimed at creating a comprehensive air and missile defense shield over the US homeland.
“I think the real technical challenge will be building of the space-based interceptor. That technology exists. I believe we have proven every element of the physics that we can make it work. What we have not proven is: First, can I do it economically; and then second, can I do it at scale? Can I build enough satellites to get after the threat? Can I expand the industrial base fast enough to build those satellites? Do I have enough raw materials, etc?” he said.
Guetlein further noted that he has 60 days to come up with a notional blueprint for Golden Dome.
“I’ve been given 60 days to come up with the objective architecture,” he said. “I owe that back to the deputy secretary of defense in 60 days. So, in 60 days I’ll be able to talk in depth about, hey, this is our vision for what we want to get after for Golden Dome.”
![]()
Air Warfare, Sponsored
Pioneering the future of airborne ISR: ASELSAN’s ASELFLIR 600
Blending superior optics, advanced stabilization and AI-powered autonomy in a compact and rugged system, ASELFLIR 600 delivers unmatched intelligence, surveillance and reconnaissance (ISR) capabilities.
From ASELSAN
As the Space Force moves forward with development of SBIs, Purdy said the service will apply “lessons learned” from recent efforts to shorten acquisition timelines for other space systems by using non-traditional contracting vehicles, such as Other Transaction Authority, Middle Tier Acquisition constructs and Commercial Solutions Openings.
Further, he stressed that in order to take advantage of commercial innovation, it is key that SBI development not be bogged down by “gold standard” requirements developed up front — instead defining necessary capabilities and asking industry how it can provide solutions.
“Broadly speaking, what we are trying to get after [is to] let industry bid to those pieces, and then we have the maturity and flexibility to pick different elements that might have different levels of capability, but each provide their own uniqueness and bring those forward,” Purdy said.
Another key to success that the Space Force has learned in its own acquisition reform efforts is the need to ensure multiple providers, he said.
![]()
Recommended
Global military space spending growth trend continues in 2024, topping $60B
While US spending on national security space continues to dwarf that of the rest of world, non-US military space spending has jumped a whopping 76.5 percent over the last five years.
By Theresa Hitchens
“[T]he opportunity to have multiple winners in the end game, and not just a one and done, I think, is critical. It allows you to have continued to build that industrial base. It allows you extra resiliency.”
According to a report by Reuters, in particular the Pentagon is looking at how to move away from reliance on SpaceX for both launch services and communications satellites for Golden Dome in the wake of the ongoing feud between President Donald Trump and the company’s founder Elon Musk. Citing several government officials, the report noted that DoD is eyeing Amazon’s Project Kuiper to provide data relay services, and has initiated talks with launch providers Stoke Space and Rocket Lab regarding Golden Dome.
Purdy said that Guetlein and his team have “already hit commercial a couple of times” to discuss SBI development.
A number of companies already are advertising their interest, including big defense firms Lockheed Martin, RTX and Northrop Grumman. Indeed, Northrop Grumman CEO Kathy Warden said Tuesday during an earnings call that the company already is performing ground-based tests on an SBI design that she believes can be accelerated.