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What a Kaspa covenant actually does A normal Bitcoin-style output asks one question when you spend it: did you sign this. A covenant adds a second question. Where are you sending it. That's the whole idea. The rule travels with the coin, so you can build a vault that... show more

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KASPA HITS MAJOR MILESTONES IN 2026 AS TOCCATA HARD FORK NEARS AND SUPPLY EMISSION WINDS DOWN Kaspa has stacked a series of milestones over the past year as the network transitions from a payments-focused proof-of-work chain to a programmable Layer 1. The Crescendo hard fork pushed the network to 10 blocks per second, with peak loads exceeding 10,000 TPS. While cumulative on-chain transactions are approaching 2 billion. Founder Yonatan Sompolinsky (Yonatan Sompolinsky) took the Kaspa pitch to the Oxford Union in March, a notable mainstream-academic crossover for a fair-launched community project. The Toccata hard fork hit code freeze on April 15 with mainnet activation targeted between June 5 and June 20. Toccata brings native L1 covenant programming via the SilverScript compiler, ZK verification opcodes, KIP-21 partitioned sequencing, and KRC-20 tokens as a base-layer feature. The supply story compounds the upgrade story. Roughly 95.4% of $KAS is already in circulation, with new emission approaching zero by the end of 2026. $KAS trades near $0.0325 with a market cap of around $888 million, with a near-fully distributed supply heading into its biggest programmability upgrade.

KASPA HITS MAJOR MILESTONES IN 2026 AS TOCCATA HARD FORK NEARS AND SUPPLY EMISSION WINDS DOWN Kaspa has stacked a series of milestones over the past year as the network transitions from a payments-focused proof-of-work chain to a programmable Layer 1. The Crescendo hard fork pushed the network to 10 blocks per second, with peak loads exceeding 10,000 TPS. While cumulative on-chain transactions are approaching 2 billion. Founder Yonatan Sompolinsky (Yonatan Sompolinsky) took the Kaspa pitch to the Oxford Union in March, a notable mainstream-academic crossover for a fair-launched community project. The Toccata hard fork hit code freeze on April 15 with mainnet activation targeted between June 5 and June 20. Toccata brings native L1 covenant programming via the SilverScript compiler, ZK verification opcodes, KIP-21 partitioned sequencing, and KRC-20 tokens as a base-layer feature. The supply story compounds the upgrade story. Roughly 95.4% of $KAS is already in circulation, with new emission approaching zero by the end of 2026. $KAS trades near $0.0325 with a market cap of around $888 million, with a near-fully distributed supply heading into its biggest programmability upgrade.

BSCN

14,804 views • 4 months ago

If you want to surge Kaspa TPS to around 3000 TPS. Send a couple KAS to this address. kaspa:qzg49fejq8jlc29jd86746zye3ta2fgvd36hkv8k4k8r3ur6gks5y0fa938dt Then go view an explorer and watch TPS fly because of your 10 cent contribution. I don’t know who is behind … It definitely uses a modified version of the bot used for the world record. Amazing work. #Kaspa

If you want to surge Kaspa TPS to around 3000 TPS. Send a couple KAS to this address. kaspa:qzg49fejq8jlc29jd86746zye3ta2fgvd36hkv8k4k8r3ur6gks5y0fa938dt Then go view an explorer and watch TPS fly because of your 10 cent contribution. I don’t know who is behind … It definitely uses a modified version of the bot used for the world record. Amazing work. #Kaspa

Odie

16,355 views • 6 months ago

You've probably scrolled past a dozen posts about Jev this week without anyone telling you what it actually is. It's the first model from TypeSafe, a lab started by one of the researchers behind ChatGPT. It's a decision engine: you give it options, it picks one and tells you how sure it is. It cannot write a single word, and that is the interesting part. Every other AI you use writes. That is the whole interface. So when software needs a plain yes or no, we make a model write a paragraph and then dig the answer back out of it. Fine in a chat window where a human reads it. Bad inside software, where code has to act on it. The bet is that the valuable half was never the writing. It was the deciding. That problem showed up in WordPress years ago, and it is the reason WPVibe works the way it does. The AI does the work. Anything permanent stops and waits, because a delete that skips the trash is not something software should decide on its own.

You've probably scrolled past a dozen posts about Jev this week without anyone telling you what it actually is. It's the first model from TypeSafe, a lab started by one of the researchers behind ChatGPT. It's a decision engine: you give it options, it picks one and tells you how sure it is. It cannot write a single word, and that is the interesting part. Every other AI you use writes. That is the whole interface. So when software needs a plain yes or no, we make a model write a paragraph and then dig the answer back out of it. Fine in a chat window where a human reads it. Bad inside software, where code has to act on it. The bet is that the valuable half was never the writing. It was the deciding. That problem showed up in WordPress years ago, and it is the reason WPVibe works the way it does. The AI does the work. Anything permanent stops and waits, because a delete that skips the trash is not something software should decide on its own.

John Turner

21,029 views • 5 days ago

Hermes Desktop does not have to stay exactly the way it shipped. You can build the tools you wish were already inside it. A project dashboard. A Bot control panel. A research tracker. A queue for work that needs your attention. A status board for scheduled jobs. A set of quick actions you use every day. That is what the Hermes Desktop Plugin SDK opens up. SDK is the technical name, but the idea is pretty simple: It gives you a way to add your own tools and interfaces directly inside Hermes Desktop. A plugin can add its own page, pane, sidebar item, status-bar element, keyboard shortcut, command-palette action, or composer extension. And it can work with live Hermes data, including things like sessions, config, Skills, and Cron. So if you keep asking Hermes to recreate the same dashboard, show the same information, or give you the same controls... you may be at the point where that workflow deserves to become an actual part of your Desktop. The starting point can be surprisingly lightweight too. A basic local plugin can be a single `plugin.js` file under: `$HERMES_HOME/desktop-plugins/ /` No Hermes repo clone. No separate build step. The bigger idea here is not “turn every prompt into an app.” It is that Hermes Desktop can become much more personal than the interface you downloaded. When a workflow proves useful enough, you can give it its own permanent place. Video via Brooklyn! — a good look at what this can actually become.

Hermes Desktop does not have to stay exactly the way it shipped. You can build the tools you wish were already inside it. A project dashboard. A Bot control panel. A research tracker. A queue for work that needs your attention. A status board for scheduled jobs. A set of quick actions you use every day. That is what the Hermes Desktop Plugin SDK opens up. SDK is the technical name, but the idea is pretty simple: It gives you a way to add your own tools and interfaces directly inside Hermes Desktop. A plugin can add its own page, pane, sidebar item, status-bar element, keyboard shortcut, command-palette action, or composer extension. And it can work with live Hermes data, including things like sessions, config, Skills, and Cron. So if you keep asking Hermes to recreate the same dashboard, show the same information, or give you the same controls... you may be at the point where that workflow deserves to become an actual part of your Desktop. The starting point can be surprisingly lightweight too. A basic local plugin can be a single `plugin.js` file under: `$HERMES_HOME/desktop-plugins/ /` No Hermes repo clone. No separate build step. The bigger idea here is not “turn every prompt into an app.” It is that Hermes Desktop can become much more personal than the interface you downloaded. When a workflow proves useful enough, you can give it its own permanent place. Video via Brooklyn! — a good look at what this can actually become.

Hermes Release Watch

15,411 views • 25 days ago

Every man lives two lives. The second begins when he realises that he can max out hypertrophy in 15 second sets. Four or five reps build muscle. The last four or five, where the bar slows on its own whether you like it or not. That is where the high-threshold motor units finally get called up. Where the cross-bridges are attached in maximum number at once. Where the fibre takes the tension it has been waiting all set for. Mechanical tension is the only language the muscle reads. It does not have a second one. Everything either side of that is filler, and somebody is paid to sell you filler. Tempo is filler. You are 30 to 50 per cent stronger lowering a weight than lifting it, so no descent on earth is slow enough to threaten you. Drag it out and all you have done is put a lighter weight on the half that counted. The pump is filler. Lactate infused straight into the blood grows nothing. Blood flow restricted on a resting muscle grows nothing. Swelling is a feeling and it gets no vote. The mind-muscle connection is filler. You cannot instruct a muscle in which fibres to use. You tell it to contract. The load decides the rest. So: a weight where the fourth rep slows by itself. Drive it. Stop one short. Rack it. Fifteen seconds. That set has already delivered everything your three sets of twelve spent forty minutes promising. Nobody has ever built a business on fifteen seconds of hard work, so they built one on everything you could bolt onto it.

Every man lives two lives. The second begins when he realises that he can max out hypertrophy in 15 second sets. Four or five reps build muscle. The last four or five, where the bar slows on its own whether you like it or not. That is where the high-threshold motor units finally get called up. Where the cross-bridges are attached in maximum number at once. Where the fibre takes the tension it has been waiting all set for. Mechanical tension is the only language the muscle reads. It does not have a second one. Everything either side of that is filler, and somebody is paid to sell you filler. Tempo is filler. You are 30 to 50 per cent stronger lowering a weight than lifting it, so no descent on earth is slow enough to threaten you. Drag it out and all you have done is put a lighter weight on the half that counted. The pump is filler. Lactate infused straight into the blood grows nothing. Blood flow restricted on a resting muscle grows nothing. Swelling is a feeling and it gets no vote. The mind-muscle connection is filler. You cannot instruct a muscle in which fibres to use. You tell it to contract. The load decides the rest. So: a weight where the fourth rep slows by itself. Drive it. Stop one short. Rack it. Fifteen seconds. That set has already delivered everything your three sets of twelve spent forty minutes promising. Nobody has ever built a business on fifteen seconds of hard work, so they built one on everything you could bolt onto it.

Sama Hoole

17,080 views • 1 month ago

IMAGINE YOUR NOTES APP LOOKING LIKE MISSION CONTROL this is what a second brain becomes when you stop treating it like a folder and start treating it like a system it's called omega. every note is a star. every connection is a line. and it tracks stats most people have never seen on their own knowledge: maturity: 58%. velocity: +196%. active clusters. hotspots. top hubs. it's telling you which ideas are growing, which ones are going stale, and where your thinking is actually concentrated your regular notes app has none of this. you dump things in and hope you find them later this treats your knowledge like a living thing you can measure and grow here's the part that matters: when you can see your second brain, you actually use it the graph pulls you back. the growing clusters make you want to feed them. the stats make it a game you want to keep playing most people's notes are a graveyard nobody visits this is the version that's alive

IMAGINE YOUR NOTES APP LOOKING LIKE MISSION CONTROL this is what a second brain becomes when you stop treating it like a folder and start treating it like a system it's called omega. every note is a star. every connection is a line. and it tracks stats most people have never seen on their own knowledge: maturity: 58%. velocity: +196%. active clusters. hotspots. top hubs. it's telling you which ideas are growing, which ones are going stale, and where your thinking is actually concentrated your regular notes app has none of this. you dump things in and hope you find them later this treats your knowledge like a living thing you can measure and grow here's the part that matters: when you can see your second brain, you actually use it the graph pulls you back. the growing clusters make you want to feed them. the stats make it a game you want to keep playing most people's notes are a graveyard nobody visits this is the version that's alive

Orlixx

30,490 views • 1 month ago

The stock market is closed, the week is done I have a challenge for all of you Your goal is to do 30 pullups this weekend. Thats what I did today If i can do it, you can do it. Post proof

The stock market is closed, the week is done I have a challenge for all of you Your goal is to do 30 pullups this weekend. Thats what I did today If i can do it, you can do it. Post proof

The Wheelie Investor

24,915 views • 11 days ago

🚨 GIRL ASKS THE INTERNET A QUESTION THAT IMMEDIATELY TELLS YOU EVERYTHING ABOUT A PERSON “If you could only recommend one song for someone to hear to get their first impression of you… what would it be?” No explanations. No backstory. Just one song that sums you up. Your answer says more than your bio ever could. So what’s the song… and what does it say about you?

🚨 GIRL ASKS THE INTERNET A QUESTION THAT IMMEDIATELY TELLS YOU EVERYTHING ABOUT A PERSON “If you could only recommend one song for someone to hear to get their first impression of you… what would it be?” No explanations. No backstory. Just one song that sums you up. Your answer says more than your bio ever could. So what’s the song… and what does it say about you?

HustleBitch

76,230 views • 8 months ago

whoever leaked this has bigger balls than sense someone at Anthropic hired 80 AI helpers onto one project, gave them twelve hours, and counted what came back usable: the two older models handed in 980 and 876 finished pieces of work, and almost none of it could be kept turns out the newest helpers did better for a reason nobody wants to hear: they went off into their own corners and stopped opening each other's work i ran two helpers at one document last week and got two confident versions of it, and i kept the one i wrote myself Grok Bot is the version of this you can actually hire: a helper with a name, one job it owns, and nobody else allowed inside that job you already pay about $20 a month for one chat window, and the setup that won in that report is one helper with one job it owns run it tonight in a normal chat, 3 moves: 1. write the one job each helper owns in a single sentence before you open a second chat 2. keep every helper in its own chat with one document, so two of them can never rewrite the same thing 3. add a third only when you can say what it owns without repeating a job that is already taken save this, then open the piece below: what one hired helper is really worth, and the point where the next one starts taking it back ↓

whoever leaked this has bigger balls than sense someone at Anthropic hired 80 AI helpers onto one project, gave them twelve hours, and counted what came back usable: the two older models handed in 980 and 876 finished pieces of work, and almost none of it could be kept turns out the newest helpers did better for a reason nobody wants to hear: they went off into their own corners and stopped opening each other's work i ran two helpers at one document last week and got two confident versions of it, and i kept the one i wrote myself Grok Bot is the version of this you can actually hire: a helper with a name, one job it owns, and nobody else allowed inside that job you already pay about $20 a month for one chat window, and the setup that won in that report is one helper with one job it owns run it tonight in a normal chat, 3 moves: 1. write the one job each helper owns in a single sentence before you open a second chat 2. keep every helper in its own chat with one document, so two of them can never rewrite the same thing 3. add a third only when you can say what it owns without repeating a job that is already taken save this, then open the piece below: what one hired helper is really worth, and the point where the next one starts taking it back ↓

Argona

449,029 views • 1 month ago

Here's a quick overview of what we can or could expect from #Kaspa in 2025. - At least 10 blocks per second with a PoW BlockDAG - Listings on major exchanges such as #Binance, #OKX or #Coinbase - A stablecoin on the $KAS BlockDAG - DAGKnight as a new consensus mechanism - Possibly smart contracts - And probably more partnerships in the energy sector and other interesting areas All in all, very bullish and, in my opinion, the most exciting year for Kaspa so far. Especially because a lot of people are mainly looking at the price, I am sure that these people will also be very happy soon. What have I forgotten and what do you think will have the biggest impact on KAS?

Here's a quick overview of what we can or could expect from #Kaspa in 2025. - At least 10 blocks per second with a PoW BlockDAG - Listings on major exchanges such as #Binance, #OKX or #Coinbase - A stablecoin on the $KAS BlockDAG - DAGKnight as a new consensus mechanism - Possibly smart contracts - And probably more partnerships in the energy sector and other interesting areas All in all, very bullish and, in my opinion, the most exciting year for Kaspa so far. Especially because a lot of people are mainly looking at the price, I am sure that these people will also be very happy soon. What have I forgotten and what do you think will have the biggest impact on KAS?

KASPA Enthusiast 𐤊

19,368 views • 1 year ago

Triple Crown just landed in the lobby - and it only asks one thing of you. 👑 Flip the coin. Chase three crowns - Just you, a coin, and that little breath you hold mid-flip. Three crowns line up? That's the whole feeling right there ✌️

Triple Crown just landed in the lobby - and it only asks one thing of you. 👑 Flip the coin. Chase three crowns - Just you, a coin, and that little breath you hold mid-flip. Three crowns line up? That's the whole feeling right there ✌️

CrownCoins

37,354 views • 1 month ago

Europe is quietly becoming what the United States once promised the world. More and more people are looking at their best years ahead and choosing a place where everyday life is designed to work. Where the future feels stable enough to plan for. Where safety is not a luxury product. Where you can build a good life without gambling your health, your family, or your dignity on one bad month. In much of Europe, the “dream” is not about becoming a billionaire. It is about becoming unafraid. It is the freedom of walking home at night without scanning every shadow. The comfort of knowing that if you get sick, you do not need to calculate whether you can afford to be treated. The relief of having a society that still believes children should carry backpacks, not trauma, and definitely not weapons. The calm of streets built for human beings, not just cars. The ability to take a holiday without feeling like you are committing career suicide. The basic decency of labor protections that assume you are a person first and a resource second. And then there is the part people underestimate until they live it: the texture of life. The cities are older and more beautiful than you expect. The distances are smaller. Weekends are real. Food is real. Public spaces are not just decorative, they are functional. Parks are full. Cafes are full. Trains take you somewhere, often across borders, without turning travel into a stress test. You can live in one country, work with another, and visit a third like it is normal because, in many places, it is. The European dream is also a quiet confidence in the social contract. That if you contribute, the system does not abandon you. That you can raise a family without feeling like you are one accident away from ruin. That “getting ahead” does not require burning out. That a good society is one where normal people can live normal lives and still feel proud of them. This is why more and more Americans are not just visiting Europe, but staying. Some come for studies and never leave. Some arrive for a job and realise the lifestyle is the real promotion. Some originally planned a one year experiment and then cannot imagine going back to a place where stress is treated as a personality trait and insecurity is marketed as freedom. Europe is not perfect. It has bureaucracy. It has politics. It has problems that deserve criticism. But in many European countries, life is still built around a simple idea: society should reduce fear, not monetise it. That is the new dream. And people can feel it the moment they arrive. If you could choose one thing to trade for a better life, what would it be: more income, or more security? And what do you think your country would have to change for people to stop leaving, and start staying? Stay connected, Follow Gandalv Gandalv

Europe is quietly becoming what the United States once promised the world. More and more people are looking at their best years ahead and choosing a place where everyday life is designed to work. Where the future feels stable enough to plan for. Where safety is not a luxury product. Where you can build a good life without gambling your health, your family, or your dignity on one bad month. In much of Europe, the “dream” is not about becoming a billionaire. It is about becoming unafraid. It is the freedom of walking home at night without scanning every shadow. The comfort of knowing that if you get sick, you do not need to calculate whether you can afford to be treated. The relief of having a society that still believes children should carry backpacks, not trauma, and definitely not weapons. The calm of streets built for human beings, not just cars. The ability to take a holiday without feeling like you are committing career suicide. The basic decency of labor protections that assume you are a person first and a resource second. And then there is the part people underestimate until they live it: the texture of life. The cities are older and more beautiful than you expect. The distances are smaller. Weekends are real. Food is real. Public spaces are not just decorative, they are functional. Parks are full. Cafes are full. Trains take you somewhere, often across borders, without turning travel into a stress test. You can live in one country, work with another, and visit a third like it is normal because, in many places, it is. The European dream is also a quiet confidence in the social contract. That if you contribute, the system does not abandon you. That you can raise a family without feeling like you are one accident away from ruin. That “getting ahead” does not require burning out. That a good society is one where normal people can live normal lives and still feel proud of them. This is why more and more Americans are not just visiting Europe, but staying. Some come for studies and never leave. Some arrive for a job and realise the lifestyle is the real promotion. Some originally planned a one year experiment and then cannot imagine going back to a place where stress is treated as a personality trait and insecurity is marketed as freedom. Europe is not perfect. It has bureaucracy. It has politics. It has problems that deserve criticism. But in many European countries, life is still built around a simple idea: society should reduce fear, not monetise it. That is the new dream. And people can feel it the moment they arrive. If you could choose one thing to trade for a better life, what would it be: more income, or more security? And what do you think your country would have to change for people to stop leaving, and start staying? Stay connected, Follow Gandalv Gandalv

Gandalv

989,148 views • 6 months ago

KASPA'S 2026 PIVOT: PAYMENTS RAIL TO PROGRAMMABLE L1 Kaspa is shifting categories this year. The proof-of-work BlockDAG that runs at 10 blocks per second now has a roadmap pushing it from a fast payments chain into a programmable base layer. Igra Network went live in March as a decentralized EVM execution layer on top of Kaspa, hitting 3,000 transactions per second with 15 protocols deployed at launch and a clean Sigma Prime audit. KAS wraps 1:1 to iKAS as the network's gas token. The Toccata hard fork follows in June. It bundles native KRC-20 tokens, covenants, and zero-knowledge verification opcodes into Layer 1 through a new scripting language called SilverScript. $KAS trades around $0.036 with a $985 million market cap, up 12% on the week. Roughly 95% of the 28.7 billion supply is already mined. DAGKnight consensus is queued for Q3.

KASPA'S 2026 PIVOT: PAYMENTS RAIL TO PROGRAMMABLE L1 Kaspa is shifting categories this year. The proof-of-work BlockDAG that runs at 10 blocks per second now has a roadmap pushing it from a fast payments chain into a programmable base layer. Igra Network went live in March as a decentralized EVM execution layer on top of Kaspa, hitting 3,000 transactions per second with 15 protocols deployed at launch and a clean Sigma Prime audit. KAS wraps 1:1 to iKAS as the network's gas token. The Toccata hard fork follows in June. It bundles native KRC-20 tokens, covenants, and zero-knowledge verification opcodes into Layer 1 through a new scripting language called SilverScript. $KAS trades around $0.036 with a $985 million market cap, up 12% on the week. Roughly 95% of the 28.7 billion supply is already mined. DAGKnight consensus is queued for Q3.

BSCN

13,564 views • 4 months ago

You point at the mess and say "clean this." That is the whole manual. Matic just shipped this. No app, no map to draw, no menu. The robot listens in more than 70 languages, watches where your hand points, and drives to that spot. Say "follow me" and it trails you into the next room. All of it runs on the robot itself, so it works with the WiFi off. Nine years of work for one thing: a machine you talk to like a dog that actually listens. Matic Robots

You point at the mess and say "clean this." That is the whole manual. Matic just shipped this. No app, no map to draw, no menu. The robot listens in more than 70 languages, watches where your hand points, and drives to that spot. Say "follow me" and it trails you into the next room. All of it runs on the robot itself, so it works with the WiFi off. Nine years of work for one thing: a machine you talk to like a dog that actually listens. Matic Robots

Chubby♨️

495,322 views • 1 month ago

Most people think their AI is not smart enough. It is smart enough. It just knows nothing about you. Every chat starts from zero. You paste the doc. You explain the project. You explain the same project again tomorrow. I finally fixed that part: 👇 I have been running Littlebird for a while now. The idea is simple. It is a desktop app for Mac and Windows that reads the text on your active window and sits in on your calls. So it already knows what you have been working on before you ask it anything. You do not brief it. You just ask. What that looks like in a normal day: 1/ Chat that already has the context No pasting. I ask what changed in a brief last week and it answers from the actual document that was open on my screen. 2/ Meeting Notes that write themselves It transcribes the call, then hands me the decisions and the action items. I get to stay in the conversation instead of typing through it. 3/ Routines that run on a schedule A morning briefing. A weekly summary of what I actually shipped. It shows up on its own. 4/ Hummingbird for the small stuff It appears right where you are working, so a quick question does not cost you a window switch and ten minutes of drift. The point is not the notes. Plenty of apps take notes. The point is that I stopped re-explaining my own work to a machine fifteen times a day. Free plan if you want to test the idea before deciding. Link is in the first comment, along with a discount for new users.

Most people think their AI is not smart enough. It is smart enough. It just knows nothing about you. Every chat starts from zero. You paste the doc. You explain the project. You explain the same project again tomorrow. I finally fixed that part: 👇 I have been running Littlebird for a while now. The idea is simple. It is a desktop app for Mac and Windows that reads the text on your active window and sits in on your calls. So it already knows what you have been working on before you ask it anything. You do not brief it. You just ask. What that looks like in a normal day: 1/ Chat that already has the context No pasting. I ask what changed in a brief last week and it answers from the actual document that was open on my screen. 2/ Meeting Notes that write themselves It transcribes the call, then hands me the decisions and the action items. I get to stay in the conversation instead of typing through it. 3/ Routines that run on a schedule A morning briefing. A weekly summary of what I actually shipped. It shows up on its own. 4/ Hummingbird for the small stuff It appears right where you are working, so a quick question does not cost you a window switch and ten minutes of drift. The point is not the notes. Plenty of apps take notes. The point is that I stopped re-explaining my own work to a machine fifteen times a day. Free plan if you want to test the idea before deciding. Link is in the first comment, along with a discount for new users.

Mushfiq Sajib

66,683 views • 14 days ago

an agent is four parts in a loop. you own one. the other three break it. that's why the demo works and prod doesn't. you can't debug what you can't see. 1) the prompt → what you tell the model each turn. you own this one. good. 2) the context window → what it sees right now. the framework fills it with junk, and you never notice until it rots. 3) the tools → what it can do. you own the list, not when or why it fires them. 4) the control flow → what happens next, when to stop. the framework owns this. it's what breaks at 80%. own all four and your agent stops being a magic trick that works on stage and dies on call. this isn't my idea. it's the 12-factor agents guide (24k stars) github: the whole thing every serious builder ends up rewriting their stack around. full breakdown in the article below.

an agent is four parts in a loop. you own one. the other three break it. that's why the demo works and prod doesn't. you can't debug what you can't see. 1) the prompt → what you tell the model each turn. you own this one. good. 2) the context window → what it sees right now. the framework fills it with junk, and you never notice until it rots. 3) the tools → what it can do. you own the list, not when or why it fires them. 4) the control flow → what happens next, when to stop. the framework owns this. it's what breaks at 80%. own all four and your agent stops being a magic trick that works on stage and dies on call. this isn't my idea. it's the 12-factor agents guide (24k stars) github: the whole thing every serious builder ends up rewriting their stack around. full breakdown in the article below.

Hanako

38,184 views • 2 months ago

There are so many misconceptions about Tesla FSD, it can get out of hand sometimes. In reality, FSD is one of the most transformative technologies out there. With a single press of a button, it can drive you from point A to point B smoother than a human, all while being 9x safer. For some people, driving can be challenging due to anxiety or other issues. FSD cures that. It gives freedom back to people of all ages, most importantly the elderly. Autonomy is here, and it’s only getting better. When you buy a Tesla, you are buying a Personal Robotaxi. You won’t be able to live without it once you experience it on a daily basis.

There are so many misconceptions about Tesla FSD, it can get out of hand sometimes. In reality, FSD is one of the most transformative technologies out there. With a single press of a button, it can drive you from point A to point B smoother than a human, all while being 9x safer. For some people, driving can be challenging due to anxiety or other issues. FSD cures that. It gives freedom back to people of all ages, most importantly the elderly. Autonomy is here, and it’s only getting better. When you buy a Tesla, you are buying a Personal Robotaxi. You won’t be able to live without it once you experience it on a daily basis.

Nic Cruz Patane

28,206 views • 5 months ago

Being sore all the time is not a badge. It means: - Your volume is too high - Your recovery is in deficit - Your next session is compromised - Your nervous system is still cleaning up the last one - Your growth is being throttled by accumulated damage Soreness is a sign you did something. It is not a sign you did the right thing. A trained muscle in a sensible programme should rarely be sore at all. The first few weeks of a new stimulus, yes. After that, your body adapts. The soreness fades. The growth carries on without it. People treat this as a problem to solve. They add drop sets. They add finishers. They chase the burn. They want that next-day ache back because the ache feels like proof. It is not proof. It is damage your body now has to repair before it can build anything new. The lifters making the most progress walk out of the gym feeling worked but not wrecked. They train the same muscle again 72 hours later because they can. The sore-every-day brigade train it again in a week and call it advanced programming. It's just bad arithmetic.

Being sore all the time is not a badge. It means: - Your volume is too high - Your recovery is in deficit - Your next session is compromised - Your nervous system is still cleaning up the last one - Your growth is being throttled by accumulated damage Soreness is a sign you did something. It is not a sign you did the right thing. A trained muscle in a sensible programme should rarely be sore at all. The first few weeks of a new stimulus, yes. After that, your body adapts. The soreness fades. The growth carries on without it. People treat this as a problem to solve. They add drop sets. They add finishers. They chase the burn. They want that next-day ache back because the ache feels like proof. It is not proof. It is damage your body now has to repair before it can build anything new. The lifters making the most progress walk out of the gym feeling worked but not wrecked. They train the same muscle again 72 hours later because they can. The sore-every-day brigade train it again in a week and call it advanced programming. It's just bad arithmetic.

Sama Hoole

15,641 views • 4 months ago

There is a "flash" bug in the One UI 7 Beta1 animation. In fact, there are at least three versions of this problem. Samsung seems to have not found it, so it has not been solved. You only need to open two apps in succession a little quickly (not particularly fast)，You will see a quick flicker in the picture. The first video is played at normal speed, and you can see a flash picture. The second video is a slow video, and you can see the moment when the soul of a page flashes in the ninth second. I call it the One UI 7 haunted event.

There is a "flash" bug in the One UI 7 Beta1 animation. In fact, there are at least three versions of this problem. Samsung seems to have not found it, so it has not been solved. You only need to open two apps in succession a little quickly (not particularly fast)，You will see a quick flicker in the picture. The first video is played at normal speed, and you can see a flash picture. The second video is a slow video, and you can see the moment when the soul of a page flashes in the ninth second. I call it the One UI 7 haunted event.

Ice Universe

120,758 views • 1 year ago

SOMEONE VIBE CODED AN APP THAT TURNS ANY PHOTO INTO A REAL PHYSICAL STAMP YOU CAN ORDER you snap a photo, it cuts it into a clean stamp design, and you can order the actual physical stamp to press onto anything. > take or upload any photo or image > it turns it into a proper stamp design automatically > all your designs are saved and sorted by date, so you can go back to any of them > order the real physical stamp right from the app and it ships to you > press it onto letters, packaging, cards, whatever you want so instead of paying a custom shop and waiting, you make your own stamp from a photo in a couple taps, then order it without ever leaving the app. the whole thing is dead simple and does one thing well, which is exactly why people love it

SOMEONE VIBE CODED AN APP THAT TURNS ANY PHOTO INTO A REAL PHYSICAL STAMP YOU CAN ORDER you snap a photo, it cuts it into a clean stamp design, and you can order the actual physical stamp to press onto anything. > take or upload any photo or image > it turns it into a proper stamp design automatically > all your designs are saved and sorted by date, so you can go back to any of them > order the real physical stamp right from the app and it ships to you > press it onto letters, packaging, cards, whatever you want so instead of paying a custom shop and waiting, you make your own stamp from a photo in a couple taps, then order it without ever leaving the app. the whole thing is dead simple and does one thing well, which is exactly why people love it

Om Patel

100,110 views • 2 months ago