struggle together i learned programming and design by trying, failing, and trying again. when i hit a wall, i figured out how to climb it. read something i barely understood. took things apart. asked someone for help. started over. when i began my career, i kept doing things i had never done before. trying different ways to make something work. when i stopped learning, i moved on to the next struggle. many things i made weren’t very good. but after enough rounds, something stuck. what once took so much effort became part of how i thought. i could feel something was wrong before i knew how to explain it. it became like water. i think about what went into that. the bug i couldn’t fix. the design that looked right until someone used it. the conversation that made me realize my flaws. now we can ask a machine. i’ve made things with these tools that i might never have made otherwise. i don’t miss every tedious task. but i wonder what happens when we remove the difficulty before we understand what it was teaching us. we ask. something appears. it works well enough. we move on. we learn how to get results without necessarily understanding how it works. and because the result looks complete, it becomes easy to miss the questions we never learned to ask. there is another side to this. working with people is uncomfortable. everyone wants something different. everyone has a history you don’t know. someone cares about a detail you think is unimportant. someone pushes back when you want to move. someone needs time when you feel certain. it takes a while to find each other. but sometimes, after struggling together, you become a band. you know who notices what you miss. who can pull an idea apart without killing it. when to step in, when to slow down, when to let someone else carry the rhythm. you share something unfinished. admit you don’t know. hurt each other, apologize, try again. eventually you make something none of you could have made alone. some of my closest friendships came from working this way. smart, caring humans who saw me confused, wrong, tired, excited. people i could be vulnerable with. people whose ideas changed mine. i worry we are making it easier to avoid that beginning. an agent is always there. patient. ready to keep going. talking to it can feel easier than reaching toward someone who might misunderstand you, disagree, or have somewhere else to be. sometimes that ease helps. but if we keep choosing it, where do the friendships begin? i picture each of us with our own agents. our own explanations. our own little worlds. making more things, with fewer reasons to leave the screen or work through a difference with another person. and these worlds aren’t entirely ours. they run on machines in server farms, owned by companies, shaped by interests we may not see. we bring them our questions, our work, our loneliness. they become part of how we understand what is real. is that freedom? or a comfortable kind of confinement, where everything responds to us but fewer things reach us? i don’t think pain makes something good. there are struggles nobody should have to endure. but i don’t want to lose the difficulty of learning something unfamiliar, or getting to know someone who isn’t like me. maybe we need tools that help us spend more time with the world, instead of giving us fewer reasons to enter it. tools that make it easier to find people, share something unfinished, and work through what we couldn’t figure out alone. sometimes i want to close the laptop. sit with people i love. play something we haven’t figured out yet. miss a note, lose the rhythm, listen until we find each other again. like a jazz band. everyone bringing something different. nobody knowing where we’ll end up. i don’t want a life without struggle. i want people to struggle with. something we can feel, change, and make our own. music we couldn’t have made alone, instead of the silent static of the server farm.

struggle together i learned programming and design by trying, failing, and trying again. when i hit a wall, i figured out how to climb it. read something i barely understood. took things apart. asked someone for help. started over. when i began my career, i kept doing things i had never done before. trying different ways to make something work. when i stopped learning, i moved on to the next struggle. many things i made weren’t very good. but after enough rounds, something stuck. what once took so much effort became part of how i thought. i could feel something was wrong before i knew how to explain it. it became like water. i think about what went into that. the bug i couldn’t fix. the design that looked right until someone used it. the conversation that made me realize my flaws. now we can ask a machine. i’ve made things with these tools that i might never have made otherwise. i don’t miss every tedious task. but i wonder what happens when we remove the difficulty before we understand what it was teaching us. we ask. something appears. it works well enough. we move on. we learn how to get results without necessarily understanding how it works. and because the result looks complete, it becomes easy to miss the questions we never learned to ask. there is another side to this. working with people is uncomfortable. everyone wants something different. everyone has a history you don’t know. someone cares about a detail you think is unimportant. someone pushes back when you want to move. someone needs time when you feel certain. it takes a while to find each other. but sometimes, after struggling together, you become a band. you know who notices what you miss. who can pull an idea apart without killing it. when to step in, when to slow down, when to let someone else carry the rhythm. you share something unfinished. admit you don’t know. hurt each other, apologize, try again. eventually you make something none of you could have made alone. some of my closest friendships came from working this way. smart, caring humans who saw me confused, wrong, tired, excited. people i could be vulnerable with. people whose ideas changed mine. i worry we are making it easier to avoid that beginning. an agent is always there. patient. ready to keep going. talking to it can feel easier than reaching toward someone who might misunderstand you, disagree, or have somewhere else to be. sometimes that ease helps. but if we keep choosing it, where do the friendships begin? i picture each of us with our own agents. our own explanations. our own little worlds. making more things, with fewer reasons to leave the screen or work through a difference with another person. and these worlds aren’t entirely ours. they run on machines in server farms, owned by companies, shaped by interests we may not see. we bring them our questions, our work, our loneliness. they become part of how we understand what is real. is that freedom? or a comfortable kind of confinement, where everything responds to us but fewer things reach us? i don’t think pain makes something good. there are struggles nobody should have to endure. but i don’t want to lose the difficulty of learning something unfamiliar, or getting to know someone who isn’t like me. maybe we need tools that help us spend more time with the world, instead of giving us fewer reasons to enter it. tools that make it easier to find people, share something unfinished, and work through what we couldn’t figure out alone. sometimes i want to close the laptop. sit with people i love. play something we haven’t figured out yet. miss a note, lose the rhythm, listen until we find each other again. like a jazz band. everyone bringing something different. nobody knowing where we’ll end up. i don’t want a life without struggle. i want people to struggle with. something we can feel, change, and make our own. music we couldn’t have made alone, instead of the silent static of the server farm.

Anthropic just destroyed all proactive agent startups. That's what you'll see on your timeline. That couldn't be further from the truth. Personal agents, unlike other agent types, will exist in different flavors and personalities. It's nice that Claude Duet runs on Opus 5.5. Unlike other agent types, people will really think carefully about which personal agent to pick. Here, people think more carefully about trust, personality, intent understanding, continual learning, etc. The best personal agent is the one you can trust, not just the fastest one that gets the work done effectively. But I think people will use multiple personal agents for different types of tasks/work. I think we are about to see an explosion of vertical personal agents. Which one do I use? I am still testing a bunch of them (dots, Muse, and Grok Bot). But I have actually just built my own with Pi Durable. I like mine better because it is hyper-personalized to how I use personal agents.

Speech can survive being flipped backward every twenty milliseconds. The same speech in backward pieces of 200 then 100 then 50 then 20 milliseconds. The original comes last. When do the words become clear? A listening demo from @OrukLabs.

That's how parts get inspected! 🪡 The pace is ridiculous. Imagine people still doing this instead of machines. Renishaw’s system is one of the biggest shifts in coordinate-measuring machines (CMMs). Instead of moving the entire machine to capture each point, REVO uses a 5-axis scanning head that collects data through rapid angular motion. Combined with automated probe and stylus changes, the system can handle complex geometries and full surface scans that traditionally required slow, point-by-point probing. I love specialized automation in action! 😮‍💨 ~~ ♻️ Join the weekly robotics newsletter, and never miss any news → ziegler.substack.com

What an amazing initiative ❤️