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GE built America's first jet engine in 1942. Today GE Aerospace's engine technology powers 3 of 4 commercial flights in the world. Now they’re using Devin to build more, faster. One team nearly doubled its engineering output. Their software optimizes routes, reduces fuel consumption, and monitors anomalies. Their software...

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Cognition

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Cognition is partnering with Mercedes-Benz to accelerate software engineering across their global engineering teams, representing one of the most extensive deployments of AI software engineering in the automotive industry to date. Scott Wu sat down with Katrin Lehmann, Mercedes-Benz CIO, to discuss the work:
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Cognition is partnering with Mercedes-Benz to accelerate software engineering across their global engineering teams, representing one of the most extensive deployments of AI software engineering in the automotive industry to date. Scott Wu sat down with Katrin Lehmann, Mercedes-Benz CIO, to discuss the work:

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Jensen Huang says the AI productivity story is already showing up in software output - and he thinks the "AI will reduce jobs" narrative is wrong. "In the first few months of 2026, it has nearly tripled." "30 million software developers, representing about $3 trillion worth of GDP, are now producing nearly three times as much output." "That $3 trillion worth of salary is now producing nearly $9 trillion worth of output." "This is the potential. This is the promise of AI." "People talk about AI reducing jobs. Complete nonsense. It's causing more software engineers to be hired." His logic is simple: If a software engineer can create 3x more output with AI, companies do not stop hiring engineers. They want more of them. The bottleneck moves from typing code to deciding what to build, orchestrating systems, and turning that output into products customers actually use.
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Jensen Huang says the AI productivity story is already showing up in software output - and he thinks the "AI will reduce jobs" narrative is wrong. "In the first few months of 2026, it has nearly tripled." "30 million software developers, representing about $3 trillion worth of GDP, are now producing nearly three times as much output." "That $3 trillion worth of salary is now producing nearly $9 trillion worth of output." "This is the potential. This is the promise of AI." "People talk about AI reducing jobs. Complete nonsense. It's causing more software engineers to be hired." His logic is simple: If a software engineer can create 3x more output with AI, companies do not stop hiring engineers. They want more of them. The bottleneck moves from typing code to deciding what to build, orchestrating systems, and turning that output into products customers actually use.

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Today we're excited to introduce Devin, the first AI software engineer. Devin is the new state-of-the-art on the SWE-Bench coding benchmark, has successfully passed practical engineering interviews from leading AI companies, and has even completed real jobs on Upwork. Devin is an autonomous agent that solves engineering tasks through the use of its own shell, code editor, and web browser. When evaluated on the SWE-Bench benchmark, which asks an AI to resolve GitHub issues found in real-world open-source projects, Devin correctly resolves 13.86% of the issues unassisted, far exceeding the previous state-of-the-art model performance of 1.96% unassisted and 4.80% assisted. Check out what Devin can do in the thread below.
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Today we're excited to introduce Devin, the first AI software engineer. Devin is the new state-of-the-art on the SWE-Bench coding benchmark, has successfully passed practical engineering interviews from leading AI companies, and has even completed real jobs on Upwork. Devin is an autonomous agent that solves engineering tasks through the use of its own shell, code editor, and web browser. When evaluated on the SWE-Bench benchmark, which asks an AI to resolve GitHub issues found in real-world open-source projects, Devin correctly resolves 13.86% of the issues unassisted, far exceeding the previous state-of-the-art model performance of 1.96% unassisted and 4.80% assisted. Check out what Devin can do in the thread below.

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31,460,584 Aufrufe • vor 2 Jahren

A Pratt & Whitney F100 turbofan is one of the most successful fighter jet engines ever built. First run was in 1972, it still powers the F-15 and F-16 more than 50 years later. Over 7,200 engines have been built, collectively logging 32+ million flight hours. At full afterburner, it produces up to 129 kN or 29,000 lb of thrust while burning roughly 800-900 litres of jet fuel every minute. The afterburner, it's a second combustion stage that ignites fuel in the exhaust stream to generate maximum combat thrust. This test cell isn't checking if the engine starts. It's measuring vibration, temperatures, pressures, fuel flow, and thrust while a machine producing 29,000 pounds of force is bolted to the ground. What here looks like a routine engine test is actually one of the most demanding demonstrations of precision engineering in aerospace, Each brand new F100 engine is worth roughly $5-8 million, reflecting five decades of continuous refinement in fighter propulsion. 🎥kaydenh0dge
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A Pratt & Whitney F100 turbofan is one of the most successful fighter jet engines ever built. First run was in 1972, it still powers the F-15 and F-16 more than 50 years later. Over 7,200 engines have been built, collectively logging 32+ million flight hours. At full afterburner, it produces up to 129 kN or 29,000 lb of thrust while burning roughly 800-900 litres of jet fuel every minute. The afterburner, it's a second combustion stage that ignites fuel in the exhaust stream to generate maximum combat thrust. This test cell isn't checking if the engine starts. It's measuring vibration, temperatures, pressures, fuel flow, and thrust while a machine producing 29,000 pounds of force is bolted to the ground. What here looks like a routine engine test is actually one of the most demanding demonstrations of precision engineering in aerospace, Each brand new F100 engine is worth roughly $5-8 million, reflecting five decades of continuous refinement in fighter propulsion. 🎥kaydenh0dge

Ammanichanda

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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.
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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.

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Rivian and Volkswagen Group's joint venture put Devin to work on testing and ticket triage across a software platform that will power up to 30M vehicles. Devin handles autonomous ticket triage in Slack and generates tests on safety-critical propulsion code 10-15x faster than manual authoring, freeing RV Tech's engineers to spend more time on new features.
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Rivian and Volkswagen Group's joint venture put Devin to work on testing and ticket triage across a software platform that will power up to 30M vehicles. Devin handles autonomous ticket triage in Slack and generates tests on safety-critical propulsion code 10-15x faster than manual authoring, freeing RV Tech's engineers to spend more time on new features.

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Brazil's largest bank, Itaú, deployed Devin across their whole SDLC. This is one of the largest AI agent rollouts anywhere in global finance. Itaú has 17,000+ engineers and hundreds of thousands of repos (yes, even COBOL). Even with that scale, they achieved results like: • 5-6x faster migration projects • 70% of security vulnerabilities from static analysis auto-remediated • 2x'ed test coverage • 300k+ repos documented This really shows what's possible with AI software engineering agents at enterprise scale.
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Brazil's largest bank, Itaú, deployed Devin across their whole SDLC. This is one of the largest AI agent rollouts anywhere in global finance. Itaú has 17,000+ engineers and hundreds of thousands of repos (yes, even COBOL). Even with that scale, they achieved results like: • 5-6x faster migration projects • 70% of security vulnerabilities from static analysis auto-remediated • 2x'ed test coverage • 300k+ repos documented This really shows what's possible with AI software engineering agents at enterprise scale.

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“When you think about the future of software engineering, what does no one talk about that more people should be talking about?” - Harry Stebbings to Scott Wu Full interview on The Twenty Minute VC 👇
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“When you think about the future of software engineering, what does no one talk about that more people should be talking about?” - Harry Stebbings to Scott Wu Full interview on The Twenty Minute VC 👇

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Devin can manage a team of Devins. Managed Devins run in parallel help break down complex tasks. Each managed session is a full Devin, with its own VM, terminal, browser, and testing infrastructure. The main session coordinates, monitors, and compiles results.
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Devin can now manage a team of Devins. Devin will break down large tasks and delegate them to parallel Devins that each run in their own VM. Over time, Devin gets better at breaking down and managing tasks for your codebase. Available now for all users.
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Devin can now manage a team of Devins. Devin will break down large tasks and delegate them to parallel Devins that each run in their own VM. Over time, Devin gets better at breaking down and managing tasks for your codebase. Available now for all users.

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Devin is generally available today! Just tag Devin to fix frontend bugs, create first-draft PRs for backlog tasks, make refactors, and more. Start building with Devin below:
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Devin is generally available today! Just tag Devin to fix frontend bugs, create first-draft PRs for backlog tasks, make refactors, and more. Start building with Devin below:

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THE FASTEST ROBOT IN THE FACTORY? 🌍 Everyone is talking about AI, humanoids and robotics. 🤖 But what if I told you that one of the fastest and most reliable “automation systems” doesn’t have a motor… doesn’t need software… and doesn’t consume electricity? ⚡ It simply uses gravity. ⬇️ With clever mechanical engineering, products can be rotated from vertical to horizontal in milliseconds—at high speed and with exceptional reliability. ⚙️🚀 Sometimes the best automation isn’t adding more technology. It’s removing it. What’s more valuable in industrial automation today? A) Smarter mechanics B) Smarter software 👇 Comment A or B. #Automation #MechanicalEngineering #IndustrialAutomation #Engineering #Manufacturing
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THE FASTEST ROBOT IN THE FACTORY? 🌍 Everyone is talking about AI, humanoids and robotics. 🤖 But what if I told you that one of the fastest and most reliable “automation systems” doesn’t have a motor… doesn’t need software… and doesn’t consume electricity? ⚡ It simply uses gravity. ⬇️ With clever mechanical engineering, products can be rotated from vertical to horizontal in milliseconds—at high speed and with exceptional reliability. ⚙️🚀 Sometimes the best automation isn’t adding more technology. It’s removing it. What’s more valuable in industrial automation today? A) Smarter mechanics B) Smarter software 👇 Comment A or B. #Automation #MechanicalEngineering #IndustrialAutomation #Engineering #Manufacturing

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2,990,464 Aufrufe • vor 21 Tagen

Cognition has signed a definitive agreement to acquire Windsurf. The acquisition includes Windsurf’s IP, product, trademark and brand, and strong business. Above all, it includes Windsurf’s world-class people, whom we’re privileged to welcome to our team. We are also honoring their talent and hard work in building Windsurf into the great business it is today. This transaction is structured so that 100% of Windsurf employees will participate financially. They will also have all vesting cliffs waived and will receive fully accelerated vesting for their work to date. At Cognition we have focused on developing robust and secure autonomous agents, while Windsurf has pioneered the agentic IDE. Devin + Windsurf are a powerful combination for the developers we serve. Working side by side, we’ll soon enable you to plan tasks in an IDE powered by Devin’s codebase understanding, delegate chunks of work to multiple Devins in parallel, complete the highest-leverage parts yourself with the help of autocomplete, and stitch it all back together in the same IDE. Cognition and Windsurf are united behind a shared vision for the future of software engineering, and there’s never been a better time to build. Welcome to our new colleagues from Windsurf!
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Cognition has signed a definitive agreement to acquire Windsurf. The acquisition includes Windsurf’s IP, product, trademark and brand, and strong business. Above all, it includes Windsurf’s world-class people, whom we’re privileged to welcome to our team. We are also honoring their talent and hard work in building Windsurf into the great business it is today. This transaction is structured so that 100% of Windsurf employees will participate financially. They will also have all vesting cliffs waived and will receive fully accelerated vesting for their work to date. At Cognition we have focused on developing robust and secure autonomous agents, while Windsurf has pioneered the agentic IDE. Devin + Windsurf are a powerful combination for the developers we serve. Working side by side, we’ll soon enable you to plan tasks in an IDE powered by Devin’s codebase understanding, delegate chunks of work to multiple Devins in parallel, complete the highest-leverage parts yourself with the help of autocomplete, and stitch it all back together in the same IDE. Cognition and Windsurf are united behind a shared vision for the future of software engineering, and there’s never been a better time to build. Welcome to our new colleagues from Windsurf!

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The hard part of building is no longer writing code. Code is easy. Nobody wins by writing more code or doing it faster. If you want to win, you need better thinking. There are a ton of startups focusing on using AI to write more code. I think they are missing the plot. We need a mental shift. We need tools that help us think faster, make better decisions, and focus on the right problems. I want you to check out Atoms because they are doing exactly this. They don't focus on the code, but on helping you build the right structure: 1. It starts by deep-researching marketing insights 2. It turns that into an execution plan 3. It builds both frontend and backend 4. It helps with deployment, SEO, growth, and analytics More importantly, it specializes in the core components you need to build and sell software online: • Authentication flows • Stripe payments • Infrastructure Their goal here is not to be another autocomplete tool or a copilot to help you write software. Their goal is to become a "vibe business team" that helps you build a business from the ground up. Here is a link for you to check them out: Thanks to the team for helping me onboard on the platform and collaborating with me on the post.
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The hard part of building is no longer writing code. Code is easy. Nobody wins by writing more code or doing it faster. If you want to win, you need better thinking. There are a ton of startups focusing on using AI to write more code. I think they are missing the plot. We need a mental shift. We need tools that help us think faster, make better decisions, and focus on the right problems. I want you to check out Atoms because they are doing exactly this. They don't focus on the code, but on helping you build the right structure: 1. It starts by deep-researching marketing insights 2. It turns that into an execution plan 3. It builds both frontend and backend 4. It helps with deployment, SEO, growth, and analytics More importantly, it specializes in the core components you need to build and sell software online: • Authentication flows • Stripe payments • Infrastructure Their goal here is not to be another autocomplete tool or a copilot to help you write software. Their goal is to become a "vibe business team" that helps you build a business from the ground up. Here is a link for you to check them out: Thanks to the team for helping me onboard on the platform and collaborating with me on the post.

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You don't have to choose A or B anymore. You just build both. Scott Wu and Russell Kaplan on software abundance:
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You don't have to choose A or B anymore. You just build both. Scott Wu and Russell Kaplan on software abundance:

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We’re not building this alone. TOY CHAIN is backed by a powerhouse lineup of revealed partners— Amazon Web Services , Caldera iAgent , Sequence and Cointelegraph — each bringing their unique edge to fuel our mission. Together, we’re shaping TOY-story history, using AI to break the limits in gaming and entertainment: distribution. Our AI Consumer Engine is built for end users, redefining how stories, games, and content reach the world. But guess what? We’re not done yet. More visionary partners are waiting in the wings—ready to be revealed. The team behind is only getting stronger.
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We’re not building this alone. TOY CHAIN is backed by a powerhouse lineup of revealed partners— Amazon Web Services , Caldera iAgent , Sequence and Cointelegraph — each bringing their unique edge to fuel our mission. Together, we’re shaping TOY-story history, using AI to break the limits in gaming and entertainment: distribution. Our AI Consumer Engine is built for end users, redefining how stories, games, and content reach the world. But guess what? We’re not done yet. More visionary partners are waiting in the wings—ready to be revealed. The team behind is only getting stronger.

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This is Arbigab. The most advanced, off the shelf, profitable arbitrage trading bot for Polymarket & Kalshi. Built by senior developers and trading veterans, this software empowers beginners to capture their share of the market! To get the bot NOW or get more information, visit: Below is a live trading session using our rust trading engine for arbitrage on the BTC up/down 5 minutes market. It's a sample of 2 iterations. You can find this terminal on the website front page. It is connected to our production backend (with a 2 minutes delay).
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This is Arbigab. The most advanced, off the shelf, profitable arbitrage trading bot for Polymarket & Kalshi. Built by senior developers and trading veterans, this software empowers beginners to capture their share of the market! To get the bot NOW or get more information, visit: Below is a live trading session using our rust trading engine for arbitrage on the BTC up/down 5 minutes market. It's a sample of 2 iterations. You can find this terminal on the website front page. It is connected to our production backend (with a 2 minutes delay).

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Gemini 3 Deep Think is getting an upgrade 🧠 By blending deep scientific knowledge with advanced engineering utility, Deep Think now moves beyond abstract theory to drive practical applications. Researchers are already using it to accelerate their work in the real world: — Materials science: A university lab used Deep Think to optimize the growth of complex crystals that are candidates for high-temperature semiconductors — Mechanical engineering: A researcher demonstrated how Deep Think can be used to iterate on physical prototypes at the speed of software. When applied to things like assistive devices, this pace means faster improvements for life-changing technology (more information on this use case in the video below!) The updated Deep Think is available in Google Gemini for Google AI Ultra subscribers.
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Gemini 3 Deep Think is getting an upgrade 🧠 By blending deep scientific knowledge with advanced engineering utility, Deep Think now moves beyond abstract theory to drive practical applications. Researchers are already using it to accelerate their work in the real world: — Materials science: A university lab used Deep Think to optimize the growth of complex crystals that are candidates for high-temperature semiconductors — Mechanical engineering: A researcher demonstrated how Deep Think can be used to iterate on physical prototypes at the speed of software. When applied to things like assistive devices, this pace means faster improvements for life-changing technology (more information on this use case in the video below!) The updated Deep Think is available in Google Gemini for Google AI Ultra subscribers.

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