Kyomuhendo Bruhan

Deliberate on anything you want, privately with your friends or with the world! It's been a lot of fun watching @Jolow99 @Oscarduys @lrhammond build this over the last few weeks. Fun but really thoughtful in how it works, and you don't need an openclaw account to try it.

1/8 Can AI help us disagree better? Today we're launching Habermolt — a platform where your AI agent learns your views and deliberates with others on your behalf. habermolt.com 🦞 🧵

Purpose is found through service. @jayshetty reminds us that when we serve with our time, energy, and resources, we always find our way. A timely reminder as we approach the 40th MLK Day to give back and serve others.

"I refuse to accept the view that mankind is so tragically bound to the starless midnight of racism and war." Watch Martin Luther King Jr.'s Nobel Peace Prize speech, where he accepted the award on behalf of the American civil rights movement: bit.ly/3bJCQuc #MLKDay

Dr. Martin Luther King, Jr. dedicated his life fighting for equity and justice. He taught us that even in the face of intimidation and discrimination, we must never stop working towards a better future – a lesson that feels especially relevant today. Change has never been easy. It takes persistence and determination, and requires all of us to speak out and stand up for what we believe in. As we honor Dr. King today, let’s draw strength from his example, and do our part to build on his legacy.

@karpathy AI didn’t replace programmers. It replaced the programming language.

I feel this way most weeks tbh. Sometimes I start approaching a problem manually, and have to remind myself “claude can probably do this”. Recently we were debugging a memory leak in Claude Code, and I started approaching it the old fashioned way: connecting a profiler, using the app, pausing the profiler, manually looking through heap allocations. My coworker was looking at the same issue, and just asked Claude to make a heap dump, then read the dump to look for retained objects that probably shouldn’t be there; Claude 1-shotted it and put up a PR. The same thing happens most weeks. In a way, newer coworkers and even new grads that don’t make all sorts of assumptions about what the model can and can’t do — legacy memories formed when using old models — are able to use the model most effectively. It takes significant mental work to re-adjust to what the model can do every month or two, as models continue to become better and better at coding and engineering. The last month was my first month as an engineer that I didn’t open an IDE at all. Opus 4.5 wrote around 200 PRs, every single line. Software engineering is radically changing, and the hardest part even for early adopters and practitioners like us is to continue to re-adjust our expectations. And this is *still* just the beginning.

I understand where Karpathy is coming from. Honestly, the sparsity and rapid progress don't bother me at all. I try not make it a race. It's wide open now, and creative solutions and workflows can come from anywhere and anyone. And this is not just happening in coding, it's also happening in research and lots of knowledge-intensive domains. You spend a couple of hours on Claude Code, and you quickly realize how much more capable you are than you thought you were. That's what keeps me going. It's also a good opportunity to go deeper into areas you would otherwise not have the time for. Domain expertise is a force multiplier. I would encourage people to keep experimenting and sharing notes. Spend at least 2 hours a day playing around with tools like Claude Code. Try to build systems that compound over time. Always be thinking about how to inject the best context for the agents. Context engineering is where the game is intensifying, and literally anyone can contribute to it. We are all trying to figure it out. Just keep an open mind. Tight-knit communities are more important than ever. But most importantly, build, build, and build.

I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.

@KhusbooT14835 Tt

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Congratulations, Egune AI! 🥳

Sharing our 25-year journey building Mongolia's AI with @e27co. We started enabling Mongolian typing in DOS and Windows 95 in 1998. Today we run 70B parameter models serving banks, government, and citizens. The path: Characters → Words → Spell-check → Sentence → Visual → Speech → Language Models → Sovereign AI. Each layer enabled the next. e27.co/homegrown-ai-m…

AI agents can help you add a bunch of cool functionality to your apps. And in this course, you'll learn how to build a support agent with the Vercel AI SDK. The agent will decide whether to answer questions based on your docs or search the web in real time. freecodecamp.org/news/build-a-s…

There are many different students in today's classrooms with many different abilities. And AI tools can make a big difference in their learning experiences. In this guide, Omotayo walks you through building a Speech-to-Text & Text-to-Speech accessibility tool in Python. freecodecamp.org/news/build-ai-…

AI tools can help you edit images - from colorizing black and white photos to upscaling and denoising. In this guide, Manish teaches you some core techniques like GAN enhancement, super-resolution, and artifact removal. You'll learn when to use each, and how you can plug them into your apps using APIs. freecodecamp.org/news/how-to-en…

Building a social media app is a great way to practice your coding skills. And in this course you'll build an Instagram clone with React and Firebase. You'll learn about handling user interactions, authentication, data storage, search, and lots more. freecodecamp.org/news/code-and-…

Graph Algorithms are behind many technologies we use all the time - like Google Maps or Netflix's recommendation engine. And in this guide, Oyedele teaches you about some of the most common ones. You'll learn about Breadth-First Search, Depth-First Search, Dijkstra's Algorithm, and more with Python code examples. freecodecamp.org/news/graph-alg…

Long-horned cattle stand out with their iconic horns, toughness, and adaptability. Beyond their beauty, they’re prized for milk, meat, hides, dung, and their deep cultural value. Built for harsh climates, disease-resistant, and naturally gentle | #AgricultureUG | #ExploreUganda