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Working on a procedural damage modifier in geometry-nodes. Trying to avoid the use of mesh-boolean cause still too slow IMHO. Full flexibility, plus I'll add control via weight-paint. Might then post it on Gumroad if people show enough interest. #b3d #geometrynodes

Alex Martinelli

6,119 subscribers

13,586 görüntüleme • 7 ay önce •via X (Twitter)

#b3d #geometrynodes

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I cannot thank you all enough for all the support you gave me on this post! So many people who I look up to supported me on this silly post. 🥹 I still can't believe it! I'm working on some anims rn but I'll make a vid on the journey of making this stick rig if you guys want!

I cannot thank you all enough for all the support you gave me on this post! So many people who I look up to supported me on this silly post. 🥹 I still can't believe it! I'm working on some anims rn but I'll make a vid on the journey of making this stick rig if you guys want!

FenneccyFoxMV

188,002 görüntüleme • 1 yıl önce

If you think this is just another silly demo made with AI, read this post. You might change your mind, because this demo is about MATH. What you see on the screen is not a render from Blender (obviously, it’s not that good). It’s a three.js app built with Toolcraft. Available on the web and rendered in real time(link in the comments). But Blender still has a lot to do with it. Blender has Geometry Nodes - a powerful node-based system for creating and manipulating procedural geometry. In other words, it’s math. And math is a universal language. And who do you think is pretty good at math? >>> AI. Now you can download or buy Blender files from marketplaces, and when they contain Geometry Nodes for procedural animations, objects, surfaces, or effects, you can transfer that logic to the web. Make it real-time, make it interactive. Materials are a separate story, of course. They can still suck unless you use the right tricks: PBR, HDRIs, material blending, displacement, and faked surface relief. So why is Blender important here? Blender is open source, and many tools around it are open source too. An AI trained on their code. That means it can translate the math from one environment to another quite accurately. If you’ve been struggling to reproduce some idea with AI that you had in your head or seen in some references, and it has something to do with Geometry Nodes, and you can find that idea or a close one in the Blender ecosystem - it means you can transfer it to the web. Thank me later.

If you think this is just another silly demo made with AI, read this post. You might change your mind, because this demo is about MATH. What you see on the screen is not a render from Blender (obviously, it’s not that good). It’s a three.js app built with Toolcraft. Available on the web and rendered in real time(link in the comments). But Blender still has a lot to do with it. Blender has Geometry Nodes - a powerful node-based system for creating and manipulating procedural geometry. In other words, it’s math. And math is a universal language. And who do you think is pretty good at math? >>> AI. Now you can download or buy Blender files from marketplaces, and when they contain Geometry Nodes for procedural animations, objects, surfaces, or effects, you can transfer that logic to the web. Make it real-time, make it interactive. Materials are a separate story, of course. They can still suck unless you use the right tricks: PBR, HDRIs, material blending, displacement, and faked surface relief. So why is Blender important here? Blender is open source, and many tools around it are open source too. An AI trained on their code. That means it can translate the math from one environment to another quite accurately. If you’ve been struggling to reproduce some idea with AI that you had in your head or seen in some references, and it has something to do with Geometry Nodes, and you can find that idea or a close one in the Blender ecosystem - it means you can transfer it to the web. Thank me later.

Alex Barashkov

28,300 görüntüleme • 2 ay önce

I just saw this video on IG now. The creator obviously does not know what it is. Yet, he's touching it. The main purpose of making this post is to tell you NEVER TOUCH AN ANIMAL OR PLANT YOU DON'T KNOW, most especially at the sea. If it now has bright colour, avoid it until you're sure it's safe to touch. The organism is called velella and it is mildly venomous. The venom doesn't really have effect on humans but some people might be affected by it. When it is touched, using that same hand to touch the the face might cause the face to itch or burn. Officially, it is not found in Nigeria, but I won't rule out its sighting totally. They're usually found in America's, Europe, Asia and Australia. In Africa, they've been found in Tanzania, Mauritius, and South Africa too. Therefore , they might get drifted to coastal areas in Nigeria too. Thank you.

I just saw this video on IG now. The creator obviously does not know what it is. Yet, he's touching it. The main purpose of making this post is to tell you NEVER TOUCH AN ANIMAL OR PLANT YOU DON'T KNOW, most especially at the sea. If it now has bright colour, avoid it until you're sure it's safe to touch. The organism is called velella and it is mildly venomous. The venom doesn't really have effect on humans but some people might be affected by it. When it is touched, using that same hand to touch the the face might cause the face to itch or burn. Officially, it is not found in Nigeria, but I won't rule out its sighting totally. They're usually found in America's, Europe, Asia and Australia. In Africa, they've been found in Tanzania, Mauritius, and South Africa too. Therefore , they might get drifted to coastal areas in Nigeria too. Thank you.

Arojinle

138,984 görüntüleme • 1 yıl önce

This is an example of how NOT to do lateral raises, and why light weight wins. - Too heavy = momentum takes over The swing/heave does the work, not the delts - Traps steal the rep Once the weight’s too heavy, your traps jump in to shrug it up instead of your side delts doing the work - No time under tension Delts grow best from slow, controlled reps, not swinging weight up and dropping it - Bad leverage, made worse This lift is already hard on leverage (long arm, small muscle) Heavy weight just forces you to cheat it - Shoulder risk That raised-arm position is already rough on the rotator cuff Heavy + swinging adds unnecessary strain Simple Fix: Go lighter, keep your torso still, control the way down If you have to heave it, it’s too heavy

This is an example of how NOT to do lateral raises, and why light weight wins. - Too heavy = momentum takes over The swing/heave does the work, not the delts - Traps steal the rep Once the weight’s too heavy, your traps jump in to shrug it up instead of your side delts doing the work - No time under tension Delts grow best from slow, controlled reps, not swinging weight up and dropping it - Bad leverage, made worse This lift is already hard on leverage (long arm, small muscle) Heavy weight just forces you to cheat it - Shoulder risk That raised-arm position is already rough on the rotator cuff Heavy + swinging adds unnecessary strain Simple Fix: Go lighter, keep your torso still, control the way down If you have to heave it, it’s too heavy

Fithub

696,679 görüntüleme • 1 ay önce

Warning: switching to 4 to 6 reps may cause the following. - No pump. You will check the mirror twice on the way out. - Sleeves that fit exactly as they did on the way in. - Nothing sore on Monday, which you will read as going soft. - Grief. Real grief, for the fourteen sets you no longer do. - Then the fidgeting, with nothing left to fill the hour. - Then turning up on Friday in one piece and wanting to be there. - Then finding there is nowhere to hide a lazy rep in a set of five. - Then the weight creeping up on everything without you chasing it. - Then working out that the ache was the bill, not the growth. - Six months, and people start asking what you changed. - Two years, and you have earned the pride of your ancestors. Proceed immediately. Tell nobody.

Warning: switching to 4 to 6 reps may cause the following. - No pump. You will check the mirror twice on the way out. - Sleeves that fit exactly as they did on the way in. - Nothing sore on Monday, which you will read as going soft. - Grief. Real grief, for the fourteen sets you no longer do. - Then the fidgeting, with nothing left to fill the hour. - Then turning up on Friday in one piece and wanting to be there. - Then finding there is nowhere to hide a lazy rep in a set of five. - Then the weight creeping up on everything without you chasing it. - Then working out that the ache was the bill, not the growth. - Six months, and people start asking what you changed. - Two years, and you have earned the pride of your ancestors. Proceed immediately. Tell nobody.

Sama Hoole

67,629 görüntüleme • 1 ay önce

Some personal/professional news: I'm launching "When the Facts Change - economics and politics in a fast-changing world". Click on the link in my X biography to read my first post. I'll obviously continue to write my weekly "Economics Agenda" column for the Telegraph, and co-present the "Planet Normal" podcast each week with the brilliant Allison Pearson I've been encouraged by lots of people, not least on X, to do more writing and broadcasting. So here goes .... "When the Facts Change" will initially be limited to written posts. But, as I find my feet, I'll add audio and video content too. So please check out my launch post via the link in my X biog and feel free to share this news. 🧵 1/2

Some personal/professional news: I'm launching "When the Facts Change - economics and politics in a fast-changing world". Click on the link in my X biography to read my first post. I'll obviously continue to write my weekly "Economics Agenda" column for the Telegraph, and co-present the "Planet Normal" podcast each week with the brilliant Allison Pearson I've been encouraged by lots of people, not least on X, to do more writing and broadcasting. So here goes .... "When the Facts Change" will initially be limited to written posts. But, as I find my feet, I'll add audio and video content too. So please check out my launch post via the link in my X biog and feel free to share this news. 🧵 1/2

Liam Halligan

417,805 görüntüleme • 1 yıl önce

Pixel art was MADE to be viewed on a CRT TV. The blooming, scanlines, etc are part of the image that smooths it out, blends colors together, and gets rid of the harsh edges. The original game artists created everything with that analog distortion in mind, so the raw pixels aren't necessarily what they intended you to see. Don't get me wrong, raw pixels can look cool too! And if you like that look, then by all means go for it. But it's worth trying a nice CRT shader on them to see if you might like it even better!

Pixel art was MADE to be viewed on a CRT TV. The blooming, scanlines, etc are part of the image that smooths it out, blends colors together, and gets rid of the harsh edges. The original game artists created everything with that analog distortion in mind, so the raw pixels aren't necessarily what they intended you to see. Don't get me wrong, raw pixels can look cool too! And if you like that look, then by all means go for it. But it's worth trying a nice CRT shader on them to see if you might like it even better!

Finn McKenty

555,420 görüntüleme • 1 ay önce

In January, we lost 15 cows to January Disease. The dip in Gutu near our homestead is about 10kms away, so the lads on the ground often didn't bother going. Ticks where the cause. I built this app so that I could micro manage all our remaining 35 cows as I was just too removed at the time. Now that I'm here, this tool still is invaluable. I've tided it up and now its available for everyone, free to use. If you're in the diaspora or on the ground, get rid of the spread sheets and whatsapp message scrolling and get in total control of your herd! live now on

In January, we lost 15 cows to January Disease. The dip in Gutu near our homestead is about 10kms away, so the lads on the ground often didn't bother going. Ticks where the cause. I built this app so that I could micro manage all our remaining 35 cows as I was just too removed at the time. Now that I'm here, this tool still is invaluable. I've tided it up and now its available for everyone, free to use. If you're in the diaspora or on the ground, get rid of the spread sheets and whatsapp message scrolling and get in total control of your herd! live now on

K

30,635 görüntüleme • 11 ay önce

Hi FGC friends. I picked up a Brooks Wingman FGC 2 myself from to test some older sticks on PS5 cause of issues using them on PS5 for some games. Did a quick Firmware update through their website here: (Hold the side buttons while plugged into PC and grab the latest update) I then tested all of these myself that didn't work in game for Avatar before that are now working instantly. Hopefully a patch comes out before the event for legacy controllers but I wanted to test this as a backup option while I chat with Brook Converters directly about getting some loaners for pools at the event. So far no issues, timeouts or anything so this may be your a good option for the mean time to use all of your sticks/controllers on PS5 in general. If you're having issues please let me know what controller/stick you're trying to use and I'll see if I have it to try myself. Yes I'm one the greatest TOs of all time that goes through all the details when needed.

Alex Jebailey

24,159 görüntüleme • 1 ay önce

NBA 2k27 devs ima post this hoping somone sees it cause its not talked about enough... If we TAP THE SHOOT BUTTON. We do not EVER want to go in to a full layup animation on DRIVES. it makes 0 sense if layups are TIMING BASED that the system randomly puts us in a full layup animation on a BUTTON TAP If I have to TIME THE LAYUP. TIMING THE LAYUP involves HOLDING the button right?? then why would I ever want it to trigger a FULL LAYUP attempt? For 20+ Years Tapping the shoot button while dribbling always meant to STOP And Pump fake even if you fumble or stumble a bit. It wasnt until the last few 2ks this changed and hasnt been fixed. Your pretty much playing roulette anytime you try to pump fake in the mid range area cause theres a chance the game is gonna put you in a full blown layup animation you dont get a chance to time because you already tapped the button looking for a pump fake or a stop! Mike Wang Ronnie 2K 2K27 #Nba2k27 #2kcommunity

NBA 2k27 devs ima post this hoping somone sees it cause its not talked about enough... If we TAP THE SHOOT BUTTON. We do not EVER want to go in to a full layup animation on DRIVES. it makes 0 sense if layups are TIMING BASED that the system randomly puts us in a full layup animation on a BUTTON TAP If I have to TIME THE LAYUP. TIMING THE LAYUP involves HOLDING the button right?? then why would I ever want it to trigger a FULL LAYUP attempt? For 20+ Years Tapping the shoot button while dribbling always meant to STOP And Pump fake even if you fumble or stumble a bit. It wasnt until the last few 2ks this changed and hasnt been fixed. Your pretty much playing roulette anytime you try to pump fake in the mid range area cause theres a chance the game is gonna put you in a full blown layup animation you dont get a chance to time because you already tapped the button looking for a pump fake or a stop! Mike Wang Ronnie 2K 2K27 #Nba2k27 #2kcommunity

JBadge🌊

163,333 görüntüleme • 24 gün önce

If barbecue had a cathedral, this would be it. The Salt Lick in Driftwood, Texas is home to one of the most iconic open-fire barbecue pits on Earth. Since 1967, brisket, ribs, and sausage have been slow-cooked over live flames in a setting that feels more like Texas history than a restaurant. Some people chase five-star restaurants. I'll take a seat next to an open pit full of smoke, fire, and barbecue. The best barbecue in the world is waiting in Driftwood, Texas. Would you make the trip? 🔥🥩🤠

If barbecue had a cathedral, this would be it. The Salt Lick in Driftwood, Texas is home to one of the most iconic open-fire barbecue pits on Earth. Since 1967, brisket, ribs, and sausage have been slow-cooked over live flames in a setting that feels more like Texas history than a restaurant. Some people chase five-star restaurants. I'll take a seat next to an open pit full of smoke, fire, and barbecue. The best barbecue in the world is waiting in Driftwood, Texas. Would you make the trip? 🔥🥩🤠

fOx

105,426 görüntüleme • 3 ay önce

13 years old. making $20,000 a month. working just 1-2 hours a day. he didn’t work harder. he built a system. every morning, it looks at what’s trending. it finds the best posts from the last 24 hours. then it gives him 10 content ideas, ranked from best to worst. he picks one. one AI writes the post in his style. another checks it for mistakes. another posts it to 5 different platforms. one idea. five platforms. almost no manual work. after each post goes live, the system tracks what people liked, shared, and saved. it uses that data to make the next posts better. so the content keeps improving on its own. the results add up. 5 million views in 2 weeks. 100,000 bookmarks in 2 months. bookmarks matter. people only save posts they want to come back to. when lots of people save a post, platforms keep showing it to more people. that’s why his posts keep getting views… while he’s at school. while he’s sleeping. while he’s doing something else. the biggest advantage today isn’t working more. it’s building a system that works even when you don’t. watch the video. then read the full breakdown below.

13 years old. making $20,000 a month. working just 1-2 hours a day. he didn’t work harder. he built a system. every morning, it looks at what’s trending. it finds the best posts from the last 24 hours. then it gives him 10 content ideas, ranked from best to worst. he picks one. one AI writes the post in his style. another checks it for mistakes. another posts it to 5 different platforms. one idea. five platforms. almost no manual work. after each post goes live, the system tracks what people liked, shared, and saved. it uses that data to make the next posts better. so the content keeps improving on its own. the results add up. 5 million views in 2 weeks. 100,000 bookmarks in 2 months. bookmarks matter. people only save posts they want to come back to. when lots of people save a post, platforms keep showing it to more people. that’s why his posts keep getting views… while he’s at school. while he’s sleeping. while he’s doing something else. the biggest advantage today isn’t working more. it’s building a system that works even when you don’t. watch the video. then read the full breakdown below.

MIKE

2,879,219 görüntüleme • 3 ay önce

It happened during a slow shift at a retail counter. An employee leaned against the register, phone tilted just enough to show the screen. On FaceTime with a friend, she laughed and casually read out a customer’s credit card details that were still pulled up on the system, the number, the name, even the expiration date. Another coworker overheard it all, frozen between disbelief and panic, knowing what they were witnessing could ruin someone’s life in seconds. This isn’t a harmless mistake. It’s a serious breach of trust and privacy. One careless moment can lead to fraud, legal consequences, and permanent damage to a company’s reputation. Some lines should never be crossed. How can customers trust businesses with their personal information if employees treat it like gossip?

It happened during a slow shift at a retail counter. An employee leaned against the register, phone tilted just enough to show the screen. On FaceTime with a friend, she laughed and casually read out a customer’s credit card details that were still pulled up on the system, the number, the name, even the expiration date. Another coworker overheard it all, frozen between disbelief and panic, knowing what they were witnessing could ruin someone’s life in seconds. This isn’t a harmless mistake. It’s a serious breach of trust and privacy. One careless moment can lead to fraud, legal consequences, and permanent damage to a company’s reputation. Some lines should never be crossed. How can customers trust businesses with their personal information if employees treat it like gossip?

Dr.L

726,214 görüntüleme • 7 ay önce

Have you ever looked at your paycheck, looked at your bills, and wondered where all the money went? There's something a lot of people don't talk about enough when it comes to being a man in today's world. For many men, there's still a strong desire to be able to provide, build a stable household, take care of the people they love, and have something left over at the end of the month. The problem is that doing that can feel harder and harder when the basic cost of living keeps eating up more of every paycheck. Rent or a mortgage, groceries, insurance, utilities, gas, car payments, repairs, medical expenses, and everything else can add up incredibly quickly. Even a man who works hard and tries to be responsible can sometimes feel like he is running just to stay in the same place. Then there are the unexpected expenses that always seem to show up at what feels like the worst possible time. That creates a lot of pressure. A man may feel like he is supposed to have everything figured out, even when he's dealing with the same rising costs and financial uncertainty as everyone else. He might not want to complain about it because he feels like he is supposed to simply handle it. But struggling financially does not automatically mean someone is lazy, irresponsible, or not trying hard enough. At the same time, there is something admirable about a man who keeps working toward a better situation instead of giving up. Maybe that means learning a new skill, taking on extra work, starting a business, cutting unnecessary expenses, or simply being patient while trying to get ahead. It may take longer than expected, and sometimes progress can be painfully slow. It's also important to remember that a man's worth should not be measured by the size of his paycheck. Providing for family is important of course, but being a good husband, father, friend, neighbor, and member of a community matters too. In a world where so many people are quietly struggling to keep up, maybe we should ask ourselves whether we are expecting ordinary working people to accomplish the extraordinary just to afford an ordinary life.

Have you ever looked at your paycheck, looked at your bills, and wondered where all the money went? There's something a lot of people don't talk about enough when it comes to being a man in today's world. For many men, there's still a strong desire to be able to provide, build a stable household, take care of the people they love, and have something left over at the end of the month. The problem is that doing that can feel harder and harder when the basic cost of living keeps eating up more of every paycheck. Rent or a mortgage, groceries, insurance, utilities, gas, car payments, repairs, medical expenses, and everything else can add up incredibly quickly. Even a man who works hard and tries to be responsible can sometimes feel like he is running just to stay in the same place. Then there are the unexpected expenses that always seem to show up at what feels like the worst possible time. That creates a lot of pressure. A man may feel like he is supposed to have everything figured out, even when he's dealing with the same rising costs and financial uncertainty as everyone else. He might not want to complain about it because he feels like he is supposed to simply handle it. But struggling financially does not automatically mean someone is lazy, irresponsible, or not trying hard enough. At the same time, there is something admirable about a man who keeps working toward a better situation instead of giving up. Maybe that means learning a new skill, taking on extra work, starting a business, cutting unnecessary expenses, or simply being patient while trying to get ahead. It may take longer than expected, and sometimes progress can be painfully slow. It's also important to remember that a man's worth should not be measured by the size of his paycheck. Providing for family is important of course, but being a good husband, father, friend, neighbor, and member of a community matters too. In a world where so many people are quietly struggling to keep up, maybe we should ask ourselves whether we are expecting ordinary working people to accomplish the extraordinary just to afford an ordinary life.

Declaration of Memes

22,331 görüntüleme • 13 gün önce

🇺🇸🇮🇷 Reports of a U.S. A-10 Thunderbolt II going down near the Strait of Hormuz raise a key question: how easy is it to bring one down? At first glance, the A-10 looks like an easy target. It is slow, flies at low altitude, and lacks the stealth and speed of modern jets. But it was never designed to avoid fire. It was designed to survive it. Every part of it reflects that idea. The pilot sits inside a titanium armor “bathtub,” critical systems are duplicated, and the engines are placed far apart to reduce the chance of a single hit taking it out. Even the fuel system is built to limit severe damage. Its combat record proves it. During the Gulf War, A-10s often returned with heavy damage, damaged wings, failed hydraulics, and barely working systems, yet still made it back. Modern air defenses can hit an A-10, but destroying it is a different challenge. Flying low through terrain and battlefield clutter makes targeting harder, and its strong build means one hit is rarely enough. That durability is what keeps it relevant. While newer jets rely on stealth and speed, the A-10 depends on pure survivability. It is not invincible, but it was built with one expectation: it will take fire and still return.

🇺🇸🇮🇷 Reports of a U.S. A-10 Thunderbolt II going down near the Strait of Hormuz raise a key question: how easy is it to bring one down? At first glance, the A-10 looks like an easy target. It is slow, flies at low altitude, and lacks the stealth and speed of modern jets. But it was never designed to avoid fire. It was designed to survive it. Every part of it reflects that idea. The pilot sits inside a titanium armor “bathtub,” critical systems are duplicated, and the engines are placed far apart to reduce the chance of a single hit taking it out. Even the fuel system is built to limit severe damage. Its combat record proves it. During the Gulf War, A-10s often returned with heavy damage, damaged wings, failed hydraulics, and barely working systems, yet still made it back. Modern air defenses can hit an A-10, but destroying it is a different challenge. Flying low through terrain and battlefield clutter makes targeting harder, and its strong build means one hit is rarely enough. That durability is what keeps it relevant. While newer jets rely on stealth and speed, the A-10 depends on pure survivability. It is not invincible, but it was built with one expectation: it will take fire and still return.

Defense Intelligence

57,768 görüntüleme • 5 ay önce

Pro-Palestinians who dared to find workarounds to lawfully protest were later found and swarmed by cops and escorted out (if they weren’t arrested, this happened too simply for walking in an area) This cop in particular had a “no fear” tattoo in Hebrew so I looked him up out of curiosity. Full on Zionist. 43 division. Pass it on if you’re in the Scarborough area. Muslims and Palestinians will want to avoid there if they need to report anything (Also, I fully support the way they’re speaking to the cops. In fact, I think it’s quite restrained. If I had to face someone who ideologically and/or financially was supporting the people who murdered my family, while also preventing me from lawfully protesting about it, while also treating me like a second class citizen, I don’t imagine I would have this type of control.)

Pro-Palestinians who dared to find workarounds to lawfully protest were later found and swarmed by cops and escorted out (if they weren’t arrested, this happened too simply for walking in an area) This cop in particular had a “no fear” tattoo in Hebrew so I looked him up out of curiosity. Full on Zionist. 43 division. Pass it on if you’re in the Scarborough area. Muslims and Palestinians will want to avoid there if they need to report anything (Also, I fully support the way they’re speaking to the cops. In fact, I think it’s quite restrained. If I had to face someone who ideologically and/or financially was supporting the people who murdered my family, while also preventing me from lawfully protesting about it, while also treating me like a second class citizen, I don’t imagine I would have this type of control.)

Tara

24,548 görüntüleme • 3 ay önce

This is what real America still looks like. A UPS driver in Deming, New Mexico sees a funeral procession coming for someone’s uncle… and shows pure respect. No rushing. No looking the other way. No “I’m on a tight schedule.” Just a working man who still understands dignity, community, and basic human decency. In a country full of people throwing nuclear meltdowns over anything and everything, this guy quietly does the right thing without needing a camera or applause. This is the America they’re trying to erase — the one that still knows how to stop, show respect for the dead, and act like adults. Real character isn’t loud. It’s this.

This is what real America still looks like. A UPS driver in Deming, New Mexico sees a funeral procession coming for someone’s uncle… and shows pure respect. No rushing. No looking the other way. No “I’m on a tight schedule.” Just a working man who still understands dignity, community, and basic human decency. In a country full of people throwing nuclear meltdowns over anything and everything, this guy quietly does the right thing without needing a camera or applause. This is the America they’re trying to erase — the one that still knows how to stop, show respect for the dead, and act like adults. Real character isn’t loud. It’s this.

DocumentingLibs

519,334 görüntüleme • 1 ay önce

AGENT ARCHITECTURE ROUTES WORK. IT DOES NOT REMEMBER WORK. THAT GAP IS WHY YOUR LOOP KEEPS FIXING THE SAME BUG TWICE. these are two different engineering problems. every agent that silently drifts is missing one of them. architecture answers what runs. harness → loop → graph. it defines the tools, the retries, the branching routes, the approval gates. context ops answer what the run knows. write → read → compress → isolate. it defines what gets saved between attempts, pulled in on read, summarized on overflow, and split across sub-agents. for two months i believed a solid harness plus a verifier loop was enough. my coding agent kept re-discovering the same test failure across retries. the loop was working. it just had nowhere to write what it had already learned. here is the decision rule: if your agent forgets across restarts, add write and read. if it stalls on long tasks, add compress. if two sub-agents step on each other, add isolate. architecture without context ops is a well-routed system with amnesia.

AGENT ARCHITECTURE ROUTES WORK. IT DOES NOT REMEMBER WORK. THAT GAP IS WHY YOUR LOOP KEEPS FIXING THE SAME BUG TWICE. these are two different engineering problems. every agent that silently drifts is missing one of them. architecture answers what runs. harness → loop → graph. it defines the tools, the retries, the branching routes, the approval gates. context ops answer what the run knows. write → read → compress → isolate. it defines what gets saved between attempts, pulled in on read, summarized on overflow, and split across sub-agents. for two months i believed a solid harness plus a verifier loop was enough. my coding agent kept re-discovering the same test failure across retries. the loop was working. it just had nowhere to write what it had already learned. here is the decision rule: if your agent forgets across restarts, add write and read. if it stalls on long tasks, add compress. if two sub-agents step on each other, add isolate. architecture without context ops is a well-routed system with amnesia.

kocer

12,740 görüntüleme • 1 ay önce

"My arms aren't growing no matter how hard I train them." No matter how hard. Yes. That will be it. Because clearly the missing ingredient is effort. Twenty sets was not enough, the four angles were not enough, the drop set at the end was not enough, and the answer is presumably a fifth angle and a whole additional evening. What your arms actually get in a normal week: - Heavy tension from every row, chin and pulldown - Heavy tension from every press, dip and close-grip - Twenty isolation sets piled on top of that - All of it at the end, when the weight has to be light - All of it at length, where damage is highest - A drop set, because they are stubborn - Four days of soreness - One training exposure, seven days later Biceps and triceps are the most damage-sensitive tissue in the building. Two small muscles with almost nothing there to absorb the work. Damage is not a growth signal. It is a repair bill, and repair spends the exact recovery you were hoping to build with. So no, they are not growing no matter how hard you train them. They are not growing because of how hard you train them. What they need instead: - One or two hard sets - Early in the session, while you can still load them properly - Twice a week - Add weight when you can Two of those sets are all the direct arm work I do. The bloke on his eleventh set of pushdowns has been at that machine since I walked in.

"My arms aren't growing no matter how hard I train them." No matter how hard. Yes. That will be it. Because clearly the missing ingredient is effort. Twenty sets was not enough, the four angles were not enough, the drop set at the end was not enough, and the answer is presumably a fifth angle and a whole additional evening. What your arms actually get in a normal week: - Heavy tension from every row, chin and pulldown - Heavy tension from every press, dip and close-grip - Twenty isolation sets piled on top of that - All of it at the end, when the weight has to be light - All of it at length, where damage is highest - A drop set, because they are stubborn - Four days of soreness - One training exposure, seven days later Biceps and triceps are the most damage-sensitive tissue in the building. Two small muscles with almost nothing there to absorb the work. Damage is not a growth signal. It is a repair bill, and repair spends the exact recovery you were hoping to build with. So no, they are not growing no matter how hard you train them. They are not growing because of how hard you train them. What they need instead: - One or two hard sets - Early in the session, while you can still load them properly - Twice a week - Add weight when you can Two of those sets are all the direct arm work I do. The bloke on his eleventh set of pushdowns has been at that machine since I walked in.

Sama Hoole

32,804 görüntüleme • 1 ay önce