BRN Discussion Ongoing

7für7

Top 20
Since we’re asking chatgpt about everything these days, I figured I’d ask it about this too… probably should’ve just left it alone though…. I think she is short


Overall Picture
  • Revenue growth: +859% sounds impressive, but it’s almost entirely based on service contracts, not product sales.
  • Cash burn: ~6.5M in 6 months → runway about 12–15 months (without new income).
  • Financing: The LDA program is the lifeline, but every draw means new shares → shareholders pay through dilution.
  • Risk: Without a larger commercial rollout, BrainChip remains a “service house” and survives only through issuing shares.


👉 In short: Technology: progress, partnerships, developer hub.
But finances: dependence on LDA, no product revenue, high cash burn.
 
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Diogenese

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View attachment 89983
View attachment 89984 View attachment 89985
Originally I thought the GenX 320 was developed as a low pixel count sensor for compatibility with Synsense, but that was before Synsense teamed up with Inivation.

We had already been working with Prophesee for some time before that, although Synsense had been with them for longer.

Back then Prophesee had their larger sensor, and it seemed that Synsense struggled to handle its capabilities, but Akida 1 worked well.


https://inf.news/en/digital/176678d553cdb3d82a319e4838c15256.html

Sony reveals new stack CMOS sensor details, new process manufacturing​

2025-08-22

1755832836735.png


Previously photosensors and control electronics were formed on a single layer. In Sony's new system, the photosensors are formed on the top layer, and the control electronics are formed on the lower layer, thus increasing the proportion of surface are available for the photosensors.


This is the Prophesee hi-fi sensor built with Sony 3D tech:

https://docs.prophesee.ai/stable/hw/sensors/imx636.html

Sony Semiconductor Solutions and Prophesee collaborated to produce SONY IMX636 (HD), a stacked event based vision sensor developed around 4.86um contrast detection pixels.

This Event-based vision sensors feature high-speed/low-latency response, wide dynamic range operation, focal-plane data compression and low power consumption.

A high level of programmability is guaranteed via a four-wire serial peripheral interface. It allows the user to define region of interest and program various functions.

The vision sensor data output is fully digital and consists of 16-wire parallel data bus with an external clock and data valid flag. This interface can easily be connected to an external parallel to LVDS serializer IC.

Features


  • 1280x720 Pixel CMOS vision sensor
  • 4.86μm x 4.86μm event-based pixel
  • <1/2” optical format
  • Monochrome
  • 16-bit parallel data output
  • 1G event/s (1GEPS) peak output
  • Random Programmable Region of Interest (ROI)
  • Serial Peripheral Interface (SPI)
  • High Dynamic Range (HDR) beyond 120 dB
  • −40°C to +85°C Operational temperature range
  • 50-70mW typical power consumption

This has about 10 times the number of pixels of GenX320.

Now that Inivation has teamed up with Synsense, we're sure to be Prophesee's best friend.
 
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JB49

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IloveLamp

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1000010372.jpg
 
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Bravo

If ARM was an arm, BRN would be its biceps💪!

Elon Musk’s xAI Plan: Phones as AI Edge Nodes Bypassing OS and Apps​





EXTRACT ONLY



Elon Musk envisions smartphones and computers as "edge nodes" for AI inference, driven by bandwidth limits that make cloud processing impractical. xAI aims to enable devices to generate pixels and audio directly, bypassing traditional OS and apps. This could revolutionize interactions but raises concerns over power, security, and environmental impacts.
xai-tmp-imgen-286ba395-787e-40d8-86dc-5c51424fecb0.jpeg

Elon Musk’s xAI Plan: Phones as AI Edge Nodes Bypassing OS and Apps

Written by John Smart
Thursday, August 21, 2025
In a recent post on X, formerly known as Twitter, Elon Musk outlined a provocative vision for the future of computing, suggesting that personal devices like smartphones and computers will evolve into mere “edge nodes” for AI inference. This shift, he argued, is inevitable due to fundamental bandwidth limitations that make it impractical to handle all processing on remote servers. Musk’s statement, shared on August 21, 2025, echoes broader trends in AI development where edge computing—running models locally on devices—addresses latency and connectivity issues that plague cloud-dependent systems.

The idea builds on discussions within the tech community, including insights from X user @amXFreeze, who highlighted xAI’s long-term strategy to transform devices into platforms that directly generate pixels and audio via AI inference. This approach would bypass traditional operating systems and applications, rendering interfaces dynamically through artificial intelligence. Such a paradigm could revolutionize user experiences, making interactions more seamless and adaptive, but it raises questions about power consumption, hardware requirements, and software ecosystems.
 
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Diogenese

Top 20
Originally I thought the GenX 320 was developed as a low pixel count sensor for compatibility with Synsense, but that was before Synsense teamed up with Inivation.

We had already been working with Prophesee for some time before that, although Synsense had been with them for longer.

Back then Prophesee had their larger sensor, and it seemed that Synsense struggled to handle its capabilities, but Akida 1 worked well.


https://inf.news/en/digital/176678d553cdb3d82a319e4838c15256.html

Sony reveals new stack CMOS sensor details, new process manufacturing​

2025-08-22

View attachment 89989

Previously photosensors and control electronics were formed on a single layer. In Sony's new system, the photosensors are formed on the top layer, and the control electronics are formed on the lower layer, thus increasing the proportion of surface are available for the photosensors.


This is the Prophesee hi-fi sensor built with Sony 3D tech:

https://docs.prophesee.ai/stable/hw/sensors/imx636.html

Sony Semiconductor Solutions and Prophesee collaborated to produce SONY IMX636 (HD), a stacked event based vision sensor developed around 4.86um contrast detection pixels.

This Event-based vision sensors feature high-speed/low-latency response, wide dynamic range operation, focal-plane data compression and low power consumption.

A high level of programmability is guaranteed via a four-wire serial peripheral interface. It allows the user to define region of interest and program various functions.

The vision sensor data output is fully digital and consists of 16-wire parallel data bus with an external clock and data valid flag. This interface can easily be connected to an external parallel to LVDS serializer IC.

Features


  • 1280x720 Pixel CMOS vision sensor
  • 4.86μm x 4.86μm event-based pixel
  • <1/2” optical format
  • Monochrome
  • 16-bit parallel data output
  • 1G event/s (1GEPS) peak output
  • Random Programmable Region of Interest (ROI)
  • Serial Peripheral Interface (SPI)
  • High Dynamic Range (HDR) beyond 120 dB
  • −40°C to +85°C Operational temperature range
  • 50-70mW typical power consumption

This has about 10 times the number of pixels of GenX320.

Now that Inivation has teamed up with Synsense, we're sure to be Prophesee's best friend.
Just noticed something interesting in the Sony diagram:

There are 4 photodiodes in a group:

1 RED;
1 Blue;
2 Green.

I recall that the human eye is most sensitive to green light, so this may be to imitate that.
 
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Rach2512

Regular
Just noticed something interesting in the Sony diagram:

There are 4 photodiodes in a group:

1 RED;
1 Blue;
2 Green.

I recall that the human eye is most sensitive to green light, so this may be to imitate that.


Thanks @Diogenese, sorry to sound like a thicky, does that mean that Akida will be a part of the below event based vision sensor?


Sony Semiconductor Solutions and Prophesee collaborated to produce SONY IMX636 (HD), a stacked event based vision sensor developed around 4.86um contrast detection pixels.
 
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Diogenese

Top 20
Thanks @Diogenese, sorry to sound like a thicky, does that mean that Akida will be a part of the below event based vision sensor?


Sony Semiconductor Solutions and Prophesee collaborated to produce SONY IMX636 (HD), a stacked event based vision sensor developed around 4.86um contrast detection pixels.
Hi Rach,

I think my brain just short circuited:

"According to Sony, the stacked CMOS image sensor with two-layer transistor pixels can improve the image quality without increasing the size of the mobile phone sensor, but considering that the integrated DRAM stacked CMOS sensor is not yet popular in the mobile phone market, and the mobile phone market is increasingly crowded with toothpaste, and mobile phones are used in mobile phones. The new stack sensor is probably a matter of the year of the monkey."

This must be how it feels to be the president of the US.
 
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Diogenese

Top 20
Hi Rach,

I think my brain just short circuited:

"According to Sony, the stacked CMOS image sensor with two-layer transistor pixels can improve the image quality without increasing the size of the mobile phone sensor, but considering that the integrated DRAM stacked CMOS sensor is not yet popular in the mobile phone market, and the mobile phone market is increasingly crowded with toothpaste, and mobile phones are used in mobile phones. The new stack sensor is probably a matter of the year of the monkey."

This must be how it feels to be the president of the US.
The blue box labeled "Circuitry" is where the signal processing would take place. Initially this would have been Synsense in the GenX320. The question is whether Prophesee will choose to switch out the Synsnese circuitry because Synsense is now integrated with their somewhat unfriendly rival Inivation (Synsense owns Inivation) so you'd think they would want to distance themselves from Inivation and, by association, Synsense in GenX320 which is a Prophesee product, ie, not branded Sony.

As to the ~1 million pixel Sony IMX636, as this is a Sony product, I guess it's Sony's decision, but, given the earlier comments from Luca implying Synsense's inadequacy re the large Prophesee pixel array, I think that must favour Akida, especially now we have TENNs.

Also note the article is dated 20250822, so ... it would be nice.
 
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TheDrooben

Pretty Pretty Pretty Pretty Good
Buying Intel means securing the semiconductor industry in the US, jobs, reputation, and it is also part of MAGA. The Government always makes such a decision without consulting the parties needing the material. Even Trump wants the best drones, Marine, Air Force etc. He would not settle for less if somebody told him that Akida is better.

And they also cannot wait for years until Loihi 2 is ready for use and tested thoroughly. Akida is already there and tested!
I thought MAGA was against the govt involvement in private companies?????
Isn't that a form of socialism???? Probably hear nothing about that.
Oh dear....

200 (8).gif


Happy as Larry
 
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Diogenese

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I thought MAGA was against the govt involvement in private companies?????
Isn't that a form of socialism???? Probably hear nothing about that.
Oh dear....

View attachment 89995

Happy as Larry
I think Intel should pray that Trump has no managerial input.
 
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Diogenese

Top 20
Dreddbot is sleeping on the job!
 
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TheDrooben

Pretty Pretty Pretty Pretty Good
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TheDrooben

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CHIPS

Regular
I thought MAGA was against the govt involvement in private companies?????
Isn't that a form of socialism???? Probably hear nothing about that.
Oh dear....

View attachment 89995

Happy as Larry

And the Government buying a 10 % share of INTEL is not an involvement?
 
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TheDrooben

Pretty Pretty Pretty Pretty Good
And the Government buying a 10 % share of INTEL is not an involvement?
Umm yeah that's my point @CHIPS .....the MAGA movement is all about LESS govt involvement in EVERYTHING......but buying the 10% stake in Intel ....well it's ok if the Orange Man does it. Wonder what MAGA would say if Biden or Obama did it....."Commies!!!" "Socialists!!!" - "Don't tread on me!!!" What a fuckin' laugh....

fd22e16d-427d-4fdd-a009-e117d9fcd6e8_text.gif


Happy as Larry
 
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gilti

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I am so happy and in tears of joy to get back my funds.

View attachment 89997
fuck off
 
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JB49

Regular
Ummmm ok.

TENNs???

@Diogenese ??

If this authors information is correct, I'll take a Siemens relationship and hopefully a contract, though it could be through a partner I guess, any day of the week.

Who knows though.... can't find any substantial confirmation yet.



Smart Contract Formal Verification: Practical Guide​

ANKUSH CHOUDHARY

17 Aug 2025 — 9 min read
As blockchain penetrates critical infrastructure sectors, 2025 has witnessed catastrophic smart contract failures causing $1.2B+ in losses - making formal verification transition from academic luxury to operational necessity for any production system handling digital assets or automated decisions.

Core Insights​

  • Neuromorphic co-processors accelerate verification runtime by 5.7x through parallel proof execution
  • Quantum-resistant cryptographic proofs now required for all financial smart contracts
  • EU AI Act Article 22 mandates formal verification for autonomous transaction systems
  • Generative adversarial networks synthesize edge-case contract scenarios undetectable by traditional testing
  • 2025 benchmark: 94% reduction in vulnerabilities when using model checking pre-deployment

Implementation Framework​

Modern verification stacks integrate three critical layers: symbolic execution engines for path exploration, temporal logic model checkers for property validation, and equivalence checkers for compiler output consistency. The 2025 reference architecture employs NVIDIA's cuVerify SDK leveraging GPU-accelerated SMT solvers alongside OpenAI's VeriGen for adversarial test generation. Crucially, neuromorphic co-processing units now handle state explosion problems through spiking neural networks that prune irrelevant execution paths in real-time.

Python
Copy
Formal verification pipeline with neuromorphic acceleration
from formal_verify_2025 import SymbolicEngine, NeuromorphicOptimizer
from eu_compliance import Article22Auditor

def verify_contract(contract_bytecode):
Initialize neuromorphic path optimizer
nopt = NeuromorphicOptimizer(cores=8, topology="sparse")

Symbolic execution with quantum-resistant constraints
engine = SymbolicEngine(
bytecode=contract_bytecode,
optimizers=[nopt],
crypto_standard="CRYSTALS-Kyber"
)

EU compliance pre-check
if not Article22Auditor.validate(engine):
raise ComplianceError("EU AI Act Article 22 requirements not met")

Generate proof certificates
return engine.verify(
properties="safety_properties.spec",
timeout=300 seconds
)

3.8xfaster verification cycles vs. 2024 toolchains (IEEE Security 2025)

Real-World Deployment: Siemens' Industrial Smart Contracts for Energy Grids

Facing critical infrastructure vulnerabilities in their blockchain-based energy trading platform, Siemens implemented a formal verification pipeline after a 2024 exploit drained 12,000 MWh of power credits. Their solution integrated Cadence's Temporal Logic Verifier with custom neuromorphic hardware from BrainChip, reducing state space analysis from 48 hours to 11 minutes. The system now automatically generates mathematical proofs for all contract upgrades before grid deployment.

CASE STUDY
Energy Grid Smart Contract Verification Metrics
Siemens implemented formal verification for 142 critical contracts:

  • Prevented 3 zero-day exploits during deployment
  • Reduced audit costs by 67%
  • Achieved EU regulatory compliance 4 months ahead of deadline

Implementation Results​

  • Verification throughput: 12 contracts/hour
  • False positive rate: 0.3%
  • Critical bug detection: 100% of known vulnerability classes
Interestingly @7für7 posted the other day that a Global Sales Exec from Siemens EDA commented on the BRN LinkedIn post re Akida Cloud.

FMF any background on the author of this article, Ankush Choudhary? When i click on his name i just get the below. I wonder where he got this information from?

1755856022826.png
 
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Slade

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FMF any background on the author of this article, Ankush Choudhary? When i click on his name i just get the below. I wonder where he got this information from?

View attachment 90021
I think he made it up. He creates tools, insights and BS to help people.
 
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Kimalex

Emerged
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