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Getting started with Hardware Design is as easy as 1, 2, 3, 4... 1. Draw the circuit using building blocks. 2. Map the inputs and output to FPGA pins. 3. Verify and Build. 4. Upload to the board! And you can do pretty serious stuff with this. While we...

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Piyush Itankar

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13,148 views • 6 months ago •via X (Twitter)

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It takes 5 minutes to create a world-class web research agent that runs 24/7 and returns structured search results. 1. You can limit the sources it's allowed to use 2. You can specify the goals it needs to complete 3. You can design the format structure of the results 4. You can configure how much computing power it will use I show you how to set up a Web Search Agent in the video. A few benefits here: 1. This is great for complex research tasks 2. It's really easy to add this like a LEGO piece to a more complex workflow 3. Create an agent once, and reuse it with different inputs 4. The agent adapts to your use case as you work with it By the way, Nimble published a whole library of templates and research agents you can reuse and modify. You can start sending queries to one of these existing agents, and it will begin to adapt to Go here to try it out: Thanks to the Nimble team for partnering with me on this post.
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It takes 5 minutes to create a world-class web research agent that runs 24/7 and returns structured search results. 1. You can limit the sources it's allowed to use 2. You can specify the goals it needs to complete 3. You can design the format structure of the results 4. You can configure how much computing power it will use I show you how to set up a Web Search Agent in the video. A few benefits here: 1. This is great for complex research tasks 2. It's really easy to add this like a LEGO piece to a more complex workflow 3. Create an agent once, and reuse it with different inputs 4. The agent adapts to your use case as you work with it By the way, Nimble published a whole library of templates and research agents you can reuse and modify. You can start sending queries to one of these existing agents, and it will begin to adapt to Go here to try it out: Thanks to the Nimble team for partnering with me on this post.

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Talking about controlling the hardware by writing a Device Drivers from Scratch! I love blinking LEDs! And... I am going to add the detailed lectures to the Linux Device Drivers course included in the Library Access: The goal is to teach device driver development by controlling real hardware! To start with, we will blink an LED by writing a driver to control it directly. The idea is to learn as many driver development constructs as possible while keeping the fun quotient very high :D
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Piyush Itankar

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In an interview with Fortune Magazine, Sarah Bond talks about Xbox's future hardware Sarah: “We are working on our next-generation hardware. It's going to be a powerful experience, and one that also enables people to take their library with them, and that's what's really important here as well, is that we know that while people want to play their library absolutely on the console, they also want to be able to play it on PC or stream it around the cloud. And so the Xbox experience starts with the console but then gives something to people that they can experience across all screens if they choose to, bringing their library, their community, their identity, and the store with them everywhere they go.”
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VGT Gaming News

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Shudufhadzo

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Linea Insights 📺 Season 1, Episode 12. Today, we conclude Season 1 of Linea Insights with one final question for Olivier Bégassat: "What makes you personally excited about the move to RISC-V?" Across these twelve episodes, we had the opportunity to hear the full perspective of our Arithmetization Lead following the announcement of our move from a zkEVM to a RISC-V zkVM back in March. We answered a wide range of questions: → What are the impacts of this change in terms of simplification, compatibility, security, and more? → Why did we decide to make this change now? → What will differentiate us from the many teams currently building a RISC-V zkVM? → What performance can we expect? It has been a real pleasure to share Olivier’s exceptional knowledge with you throughout the season. We hope these episodes gave you a better understanding of some of the complex topics our arithmetization team is currently working on. Our next season will focus on gnark, our open-source zero-knowledge library written in Go and used by several projects across the ecosystem. Together with Youssef | yelhousni.eth, we will explore gnark from every angle. More coming soon! Below is a thread with all the videos from this season, to watch or rewatch! 💙
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Linea Insights 📺 Season 1, Episode 12. Today, we conclude Season 1 of Linea Insights with one final question for Olivier Bégassat: "What makes you personally excited about the move to RISC-V?" Across these twelve episodes, we had the opportunity to hear the full perspective of our Arithmetization Lead following the announcement of our move from a zkEVM to a RISC-V zkVM back in March. We answered a wide range of questions: → What are the impacts of this change in terms of simplification, compatibility, security, and more? → Why did we decide to make this change now? → What will differentiate us from the many teams currently building a RISC-V zkVM? → What performance can we expect? It has been a real pleasure to share Olivier’s exceptional knowledge with you throughout the season. We hope these episodes gave you a better understanding of some of the complex topics our arithmetization team is currently working on. Our next season will focus on gnark, our open-source zero-knowledge library written in Go and used by several projects across the ecosystem. Together with Youssef | yelhousni.eth, we will explore gnark from every angle. More coming soon! Below is a thread with all the videos from this season, to watch or rewatch! 💙

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Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.
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Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.

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New Xbox Interview with Gamertag Radio | Phil Spencer On Xbox first party games: "We love our platform and our hardware but we're not going to put walls up where people can engage with the great games our studios are building(...)our games will show up in more places, no doubt". On why gamers should buy an Xbox: "I want people to pick hardware based on the capabilities of that hardware and the choices that they want to make about where they want to play. We want our hardware to win based on the capabilities that we have(...)hardware critical and fundamental to what Xbox is - not trying to gatekeep the games off different places". Watch the full Interview here ➡️ #Xbox
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New Xbox Interview with Gamertag Radio | Phil Spencer On Xbox first party games: "We love our platform and our hardware but we're not going to put walls up where people can engage with the great games our studios are building(...)our games will show up in more places, no doubt". On why gamers should buy an Xbox: "I want people to pick hardware based on the capabilities of that hardware and the choices that they want to make about where they want to play. We want our hardware to win based on the capabilities that we have(...)hardware critical and fundamental to what Xbox is - not trying to gatekeep the games off different places". Watch the full Interview here ➡️ #Xbox

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The way you interact with your PC is changing. “We believe this shift to conversational input will be as transformative as the mouse and keyboard.” Meet the computer you can talk to.
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The way you interact with your PC is changing. “We believe this shift to conversational input will be as transformative as the mouse and keyboard.” Meet the computer you can talk to.

Windows

44,820 views • 10 months ago

The way you interact with your PC is changing. “We believe this shift to conversational input will be as transformative as the mouse and keyboard.” Meet the computer you can talk to.
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The way you interact with your PC is changing. “We believe this shift to conversational input will be as transformative as the mouse and keyboard.” Meet the computer you can talk to.

Windows

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PhD Students – How to identify related papers for your research paper? 1. Go to 2. Paste your DOI or title of your research paper 3. ResearchCollab will display the network of papers 4. Explore the network in following ways → Filter the network of papers based on research field → Filter the network based on thematic clusters → Filter the network based on keywords → and much more As you find related papers, keep saving them. This use case has multiple advantages. ➟ You won’t miss a related paper to cite in your paper ➟ You can identify related papers for your lit review ➟ You can explore new research directions and trends ➟ You can visualize the entire collection of papers As a researcher, work smarter not just harder. For this, try ResearchCollab:
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PhD Students – How to identify related papers for your research paper? 1. Go to 2. Paste your DOI or title of your research paper 3. ResearchCollab will display the network of papers 4. Explore the network in following ways → Filter the network of papers based on research field → Filter the network based on thematic clusters → Filter the network based on keywords → and much more As you find related papers, keep saving them. This use case has multiple advantages. ➟ You won’t miss a related paper to cite in your paper ➟ You can identify related papers for your lit review ➟ You can explore new research directions and trends ➟ You can visualize the entire collection of papers As a researcher, work smarter not just harder. For this, try ResearchCollab:

Faheem Ullah

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ELON: TESLA'S AI5 CHIP IS THE SILICON VERSION OF “LESS IS MORE” "The AI5 chip will be 40 times better than the AI4 chip – not 40%, 40 times. We have a detailed understanding of the entire software and hardware stack. We are designing the hardware to address all of the pain points in software. We know what the chip needs to do, and we know, just as importantly, what the chip doesn’t need to do. A long list of deletions that are very important. As a result of these deletions, we can actually fit AI5 in a half reticle with a good margin for the traces from the memory to the Tesla chip accelerators, the ARM CPU cores, and the PCI blocks. This is a beautiful chip." Source: Elon Musk, Tesla Podcast, October 22, 2025
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ELON: TESLA'S AI5 CHIP IS THE SILICON VERSION OF “LESS IS MORE” "The AI5 chip will be 40 times better than the AI4 chip – not 40%, 40 times. We have a detailed understanding of the entire software and hardware stack. We are designing the hardware to address all of the pain points in software. We know what the chip needs to do, and we know, just as importantly, what the chip doesn’t need to do. A long list of deletions that are very important. As a result of these deletions, we can actually fit AI5 in a half reticle with a good margin for the traces from the memory to the Tesla chip accelerators, the ARM CPU cores, and the PCI blocks. This is a beautiful chip." Source: Elon Musk, Tesla Podcast, October 22, 2025

Mario Nawfal

363,507 views • 9 months ago

🚨 🚨 🇱🇧 🇺🇸 Secretary Rubio on Lebanon: - And so how do you defeat Hizballah? How do you replace Hizballah? You defeat and replace them with a government that is strong enough to be the sole force of arms in the country, basically with the security of Lebanon in the hands of the Lebanese Armed Forces, and a government that’s able to provide prosperity for its citizens. So we talked about the opportunities to do that. This is not just about miliary stuff. This is about how can we attract more U.S. and international investment into Lebanon. This is about things like how can we restart direct flights between the United States and Lebanon that are – right now, you can’t do that. So we’re going to start a process with them and see if that’s possible and when that can be done. -So we had a good meeting, and I think he’ll leave on Tuesday. He’ll have a very positive meeting with President Trump. And I think President Aoun will be able to return to Lebanon and say to the people of Lebanon that he is the one that’s getting positive results for the people
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🚨 🚨 🇱🇧 🇺🇸 Secretary Rubio on Lebanon: - And so how do you defeat Hizballah? How do you replace Hizballah? You defeat and replace them with a government that is strong enough to be the sole force of arms in the country, basically with the security of Lebanon in the hands of the Lebanese Armed Forces, and a government that’s able to provide prosperity for its citizens. So we talked about the opportunities to do that. This is not just about miliary stuff. This is about how can we attract more U.S. and international investment into Lebanon. This is about things like how can we restart direct flights between the United States and Lebanon that are – right now, you can’t do that. So we’re going to start a process with them and see if that’s possible and when that can be done. -So we had a good meeting, and I think he’ll leave on Tuesday. He’ll have a very positive meeting with President Trump. And I think President Aoun will be able to return to Lebanon and say to the people of Lebanon that he is the one that’s getting positive results for the people

ToniMrad

27,695 views • 1 month ago

We are glad to announce that we have full STARK compatibility between Stone and Lambdaworks Starknet (Privacy Arc) Platinum Prover. We’re working on adding the CairoVM constraints, the builtins and layouts. You can generate a proof with Lambda Stark Platinum and verify it with Stone following the instructions here: The 3 main objectives to achieve against the alternatives are: 1. the prover and verifier should be easy to run. one command to prove any cairo code. the prover internally calls the vm first to generate the trace, the user shouldn’t do anything but run one command. one command to verify it locally with the stone verifier. we will also add a command to verify it with the l1 contract in ethereum mainnet or testnets. compatibility and support of all the builtins are being worked on. we will be updating the community in the upcoming weeks. for us it’s very important that anybody can test and play with our code. 2. performance. we are already 10 times faster than the stone prover. we believe we can be almost another order of magnitude faster. 3. code architecture and organization should be top notch. the codebase is pretty small on purpose. we are documenting everything we are doing. we are leveraging all the work done in lambdaworks for multiple other provers. this let us easily iterate, play and change any part of the prover. we can test and propose new ideas thanks to this. from our point or view this is crucial and a big improvement over what exists. we have multiple ideas on how to change the protocol. And here's a demo! Don't trust, verify.
0:58

We are glad to announce that we have full STARK compatibility between Stone and Lambdaworks Starknet (Privacy Arc) Platinum Prover. We’re working on adding the CairoVM constraints, the builtins and layouts. You can generate a proof with Lambda Stark Platinum and verify it with Stone following the instructions here: The 3 main objectives to achieve against the alternatives are: 1. the prover and verifier should be easy to run. one command to prove any cairo code. the prover internally calls the vm first to generate the trace, the user shouldn’t do anything but run one command. one command to verify it locally with the stone verifier. we will also add a command to verify it with the l1 contract in ethereum mainnet or testnets. compatibility and support of all the builtins are being worked on. we will be updating the community in the upcoming weeks. for us it’s very important that anybody can test and play with our code. 2. performance. we are already 10 times faster than the stone prover. we believe we can be almost another order of magnitude faster. 3. code architecture and organization should be top notch. the codebase is pretty small on purpose. we are documenting everything we are doing. we are leveraging all the work done in lambdaworks for multiple other provers. this let us easily iterate, play and change any part of the prover. we can test and propose new ideas thanks to this. from our point or view this is crucial and a big improvement over what exists. we have multiple ideas on how to change the protocol. And here's a demo! Don't trust, verify.

Fede’s intern 🥊

16,713 views • 2 years ago

At the University of Strathclyde, students and researchers are using AMD Zynq RFSoC and FPGA technology to design flexible, software-defined radio systems. Through the AMD University Program, access to hardware, software, and support is helping make advanced signal processing more accessible and preparing students for real-world industry applications in wireless and beyond. From classrooms to industry, the impact is already visible, with graduates developing careers built on their AMD-based learning.
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At the University of Strathclyde, students and researchers are using AMD Zynq RFSoC and FPGA technology to design flexible, software-defined radio systems. Through the AMD University Program, access to hardware, software, and support is helping make advanced signal processing more accessible and preparing students for real-world industry applications in wireless and beyond. From classrooms to industry, the impact is already visible, with graduates developing careers built on their AMD-based learning.

AMD

17,679 views • 3 months ago

The library of ancient Nalanda is said to have contained millions of manuscripts. With that lofty benchmark as a reference, what we are building here today, will be a lasting legacy.
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The library of ancient Nalanda is said to have contained millions of manuscripts. With that lofty benchmark as a reference, what we are building here today, will be a lasting legacy.

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