BRN Discussion Ongoing

[Frangipani]

Arijit Mukherjee is already busy co-organising another Edge AI workshop that will also touch on neuromorphic computing. It is scheduled for 8 October and will be co-located with AIMLSys 2025 in Bangalore:

“EDGE-X 2025: Reimagining edge intelligence with low-power, high-efficiency AI systems”.

🔋✨ Rethinking Edge Intelligence at EDGE-X 2025 | Arijit Mukherjee

🔋✨ Rethinking Edge Intelligence at EDGE-X 2025 📍 Co-located with AI-ML Systems Conference 2025 | Chancery Pavilion, Bangalore | October 8, 2025 As intelligent systems scale across diverse environments—from IoT sensors to autonomous platforms—traditional architectures face new limits. The EDGE-X...

www.linkedin.com

View attachment 87849

Workshop-EDGE-X | The Fifth International Conference on AI ML Systems

www.aimlsystems.org

EDGE-X

The EDGE-X 2025 workshop, part of the Fifth International AI-ML Systems Conference (AIMLSys 2025), aims to address the critical challenges and opportunities in nextgeneration edge computing. As intelligent systems expand into diverse environments—from IoT sensors to autonomous devices—traditional applications, architectures, and methodologies face new limits. EDGE-X explores innovative solutions across various domains, including on-device learning and inferencing, ML/DL optimization approaches to achieve efficiency in memory/latency/power, hardware-software co-optimization, and emerging beyond von Neumann paradigms including but not limited to neuromorphic, in-memory, photonic, and spintronic computing. The workshop seeks to unite researchers, engineers, and architects to share ideas and breakthroughs in devices, architectures, algorithms, tools and methodologies that redefine performance and efficiency for edge computing.

Topics of Interest (including but not limited to the following):
We solicit submissions describing original and unpublished results focussed on leveraging software agents for software engineering tasks. Topics of interest include but are not limited to:

1.Ultra-Efficient Machine Learning

• • TinyML, binary/ternary neural networks, federated learning
  • Model pruning, compression, quantization, and edge-training

2.Hardware-Software Co-Design

• • RISC-V custom extensions for edge AI
  • Non-von-Neumann accelerators (e.g., in-memory compute, FPGAs

3.Beyond CMOS & von Neumann Paradigms

• • Neuromorphic computing (spiking networks, event-based sensing)
  • In-memory/compute architectures (memristors, ReRAM)
  • Photonic integrated circuits for low-power signal processing
  • Spintronic logic/memory and quantum-inspired devices

4.System-Level Innovations

• • Near-/sub-threshold computing
  • Power-aware OS/runtime frameworks
  • Approximate computing for error-tolerant workloads

5.Tools & Methodologies

• • Simulators for emerging edge devices (photonic, spintronic)
  • Energy-accuracy trade-off optimization
  • Benchmarks for edge heterogeneous platforms

6.Use Cases & Deployment Challenges

• • Self-powered/swarm systems, ruggedized edge AI
  • Privacy/security for distributed intelligence
  • Sustainability and lifecycle management
• Program Committee
• Arijit Mukherjee, Principal Scientist, TCS Research
• Udayan Ganguly, Professor, IIT Bombay

… make that two workshops Arijit Mukherjee is currently co-organising!

PReMI 2025 Workshop NCEI

Welcome to the OpenReview homepage for PReMI 2025 Workshop NCEI

openreview.net

The 11 December NCEI (“Neuromorphic Computing for Edge Intelligence”) 2025 workshop will be co-located with the 11th International Conference on Pattern Recognition and Machine Intelligence (PReMI'25) at IIT Delhi.

One of Arijit Mukherjee’s three co-organisers is Manan Suri, who is a professor at IIT Delhi and founded CYRAN AI Solutions as a spinoff from his uni lab in 2018. He has also been a Research Advisor to the TCS Innovation Team on Neuromorphic Computing and Edge AI since June 2021.
(cf. https://thestockexchange.com.au/threads/brn-discussion-ongoing.1/post-458643)

Another co-organiser is Mukherjee’s TCS Research colleague Sounak Dey.

Workshop

Neuromorphic Computing for Edge Intelligence - Workshop at PReMI 2025

sites.google.com

“With AI’s rapid advancement, integrating AI into edge devices has become crucial for real-time, low-latency, and privacy-sensitive applications. Edge computing processes data near its source, while neuromorphic computing, inspired by the human brain, follows non von Neumann paradigm of computing and offers extremely power efficient edge solutions. The PReMI 2025 workshop on Neuromorphic Computing for Edge Intelligence aims to unite researchers, practitioners, and enthusiasts to explore energy-efficient signal analysis at the edge. By merging edge computing’s decentralized approach with neuromorphic systems, we can develop innovative solutions addressing scalability, energy efficiency, and adaptability challenges in AI edge deployment.”

 

[7für7]

Wow what a week….3 announcements

Edit sorry .. 4

 

[toasty]

Not quite sure what to make of the announcement that various options. RSU's, etc can no longer be granted. Could indicate that agreed progress has not been achieved or could relate to employees who have left. However, once again the company leaves us in the dark to speculate..........

 

[Bravo]

After falling victim to a crypto scam that cost me a large portion of my savings I was devastated and desperate to recover my funds That desperation led me to another trap a fake “crypto recovery” company posing as blockchain experts They promised to help me retrieve my lost Ethereum and Bitcoin only to scam me again out of more money through fake fees and technical jargon Altogether I lost $100,000 between the original scam and the fake recovery service At that point I felt hopeless I was emotionally and financially drained ashamed that I had trusted the wrong people twice That’s when I came across Bytephantom Cyber Recovery Skeptical but with nothing left to lose I decided to give them a chance — and that turned out to be the best decision I made Unlike the others Bytephantom Cyber Recovery was professional honest and incredibly knowledgeable They didn’t make unrealistic promises or demand upfront payments Instead they carefully reviewed my case analyzed blockchain data and identified exactly where my stolen funds had been routed Their forensic tools and methods were impressive and their team kept me informed throughout the entire recovery process It took a few weeks but to my amazement Bytephantom Cyber Recovery successfully traced and recovered the majority of my stolen crypto I received over 90% of my funds back into a secure wallet something I honestly thought would never happen I’m incredibly grateful to Bytephantom Cyber Recovery for their integrity and expertise They didn’t just recover my money they helped me regain peace of mind and faith in justice If you’ve lost money to a crypto scam or fake recovery company don’t give up hope Bytephantom Cyber Recovery is the real deal

Wow, you poor sod!
Scammed once? Devastating!
Scammed twice? So unlucky!!!!

But, then you magically stumble across a totally non-shady AF crypto recovery service that doesn't ask for money upfront that somehow "recovers" 90% of stolen funds from the rancid bowels of the blockchain abyss?

I mean, nothing screams "trustworthy operation" like some completely rando guy who got scammed twice who pops up out of no-where on our thread to tell us how to hand over our personal details to the third time’s-a-charm scam-squad.

What could possibly go wrong?

In fact, let me just go grab my passport, bank details, and the name of my first pet turtle so we can get this recovery miracle moving faster!

 

[Pom down under]

After falling victim to a crypto scam that cost me a large portion of my savings I was devastated and desperate to recover my funds That desperation led me to another trap a fake “crypto recovery” company posing as blockchain experts They promised to help me retrieve my lost Ethereum and Bitcoin only to scam me again out of more money through fake fees and technical jargon Altogether I lost $100,000 between the original scam and the fake recovery service At that point I felt hopeless I was emotionally and financially drained ashamed that I had trusted the wrong people twice That’s when I came across Bytephantom Cyber Recovery Skeptical but with nothing left to lose I decided to give them a chance — and that turned out to be the best decision I made Unlike the others Bytephantom Cyber Recovery was professional honest and incredibly knowledgeable They didn’t make unrealistic promises or demand upfront payments Instead they carefully reviewed my case analyzed blockchain data and identified exactly where my stolen funds had been routed Their forensic tools and methods were impressive and their team kept me informed throughout the entire recovery process It took a few weeks but to my amazement Bytephantom Cyber Recovery successfully traced and recovered the majority of my stolen crypto I received over 90% of my funds back into a secure wallet something I honestly thought would never happen I’m incredibly grateful to Bytephantom Cyber Recovery for their integrity and expertise They didn’t just recover my money they helped me regain peace of mind and faith in justice If you’ve lost money to a crypto scam or fake recovery company don’t give up hope Bytephantom Cyber Recovery is the real deal

My uncles a king in a small town in Africa and maybe you should contact him on gofukyourself@gmail.com and maybe he can help you out for your losses

 

[7für7]

I see it from the positive perspective… I don’t care why they where canceled….
if I’m right, their potential dilution is completely eliminated.

 

[SharesForBrekky]

Good solid buying/trades so far. Not too many tiny trades going on. Wonder if the manipulators are letting this run for a bit.

 

[Esq.111]

 

[Esq.111]

 

[7für7]

Volume already around 8 mio… long time no see…

 

[Esq.111]

Morning Chippers ,

Could be wrong, looking at the one day chart on 1,3,5 & 15min volume flow be thinking could see some volume entering shortly ... next 15 min .

indicator.

Regards ,
Esq.

 

[7für7]

Morning Chippers ,

Could be wrong, looking at the one day chart on 1,3,5 & 15min volume flow be thinking could see some volume entering shortly ... next 15 min .

indicator.

Regards ,
Esq.

The shorters are smashing that sell button like there’s no tomorrow… unbelievable

 

[GazDix]

Today is the new financial year. We usually see a good start to the new FY with optimistic buying. July is traditionally a good month for the SP until the Quarterly is out.
From now @DingoBorat would be a great time for a nice announcement.

 

[smoothsailing18]

Wow, you poor sod!
Scammed once? Devastating!
Scammed twice? So unlucky!!!!

But, then you magically stumble across a totally non-shady AF crypto recovery service that doesn't ask for money upfront that somehow "recovers" 90% of stolen funds from the rancid bowels of the blockchain abyss?

I mean, nothing screams "trustworthy operation" like some completely rando guy who got scammed twice who pops up out of no-where on our thread to tell us how to hand over our personal details to the third time’s-a-charm scam-squad.

What could possibly go wrong?

In fact, let me just go grab my passport, bank details, and the name of my first pet turtle so we can get this recovery miracle moving faster!

Wow, you poor sod!
Scammed once? Devastating!
Scammed twice? So unlucky!!!!

But, then you magically stumble across a totally non-shady AF crypto recovery service that doesn't ask for money upfront that somehow "recovers" 90% of stolen funds from the rancid bowels of the blockchain abyss?

I mean, nothing screams "trustworthy operation" like some completely rando guy who got scammed twice who pops up out of no-where on our thread to tell us how to hand over our personal details to the third time’s-a-charm scam-squad.

What could possibly go wrong?

In fact, let me just go grab my passport, bank details, and the name of my first pet turtle so we can get this recovery miracle moving faster!

I am not one for violence however these modern times some pathetic humans get away with stealing from hard working souls and their punishment is put with a group of other conartsist ,given a bed and three meals a day, and apon release a list of financial support and accommodation options.
Not muc of a deterrent ?.
Bring back the old days of chopping hands off or death. There are to many low life scumbags on this planet getting way with things that do don't deserve respect of any kind in return.

 

[TheDrooben]

I am not one for violence however these modern times some pathetic humans get away with stealing from hard working souls and their punishment is put with a group of other conartsist ,given a bed and three meals a day, and apon release a list of financial support and accommodation options.
Not muc of a deterrent ?.
Bring back the old days of chopping hands off or death. There are to many low life scumbags on this planet getting way with things that do don't deserve respect of any kind in return.

 

[miaeffect]

View attachment 87871

Wake up @Esq.111

 

[Esq.111]

Looks like she may be about to kick off.

$0.215 line getting wiped

• ast Price (AUD)$0.215
  Today's ChangeUp$0.020 (10.26%)

Regards,
Esq.

 

[7für7]

View attachment 87876

Looks like she may be about to kick off.

$0.215 line getting wiped

• ast Price (AUD)$0.215
  Today's ChangeUp$0.020 (10.26%)

Regards,
Esq.

 

[Esq.111]

Last Price (AUD)$0.217
Today's ChangeUp$0.022 (11.28%)

 

[HopalongPetrovski]

Last Price (AUD)$0.217
Today's ChangeUp$0.022 (11.28%)

Norwegian Blue?