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There's an open-source home robot vacuum you can actually build yourself. It's called OOMWOO. Runs on a Raspberry Pi with 2D LiDAR mapping, ROS2 navigation, and native Home Assistant integration. No cloud dependency, no vendor lock-in. The team spent real time researching before designing it. They reviewed the entire... 2025-2026 robot vacuum market, from budget to flagship, and found real-world cleaning doesn't track advertised suction power. The anti-tangle brush design alone is worth mentioning. A tapered rubber roller that resists hair-wrap, one of the most common complaints with commercial models, easy to 3D-print yourself. If you've got a Raspberry Pi and a 3D printer sitting around, this is a genuinely interesting weekend project.show more

Oliver Prompts

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572,016 次观看 • 1 天前 •via X (Twitter)

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Someone built an AI you power with a hand crank it is called CrankGPT and its running without any battery, internet or data centre just you turning a handle like it is 1900 SqueezLabs built it using a Raspberry Pi 5 with 8GB of RAM an audio card and a 20 watt hand crank generator it takes about 30 seconds of cranking to boot into a working voice assistant and the onboard capacitor gives you roughly 20 seconds of runtime before you have to start cranking again they have used it to generate small images even write code 🤯 this proves you can run a real AI model on almost no power while everyone is building billion dollar data centres two guys put AI in a box

Someone built an AI you power with a hand crank it is called CrankGPT and its running without any battery, internet or data centre just you turning a handle like it is 1900 SqueezLabs built it using a Raspberry Pi 5 with 8GB of RAM an audio card and a 20 watt hand crank generator it takes about 30 seconds of cranking to boot into a working voice assistant and the onboard capacitor gives you roughly 20 seconds of runtime before you have to start cranking again they have used it to generate small images even write code 🤯 this proves you can run a real AI model on almost no power while everyone is building billion dollar data centres two guys put AI in a box

Sweep

11,610 次观看 • 1 个月前

This is some quietly impressive work on making video world models actually controllable in 4D space. VerseCrafter lets you take an input image, use something like Blender to animate the 3D camera path and object trajectories, then uses that to condition generation. Scribbling in 2D feels so crude in comparison. The authors represent everything in a shared 4D world state - static background as a point cloud, moving objects as 3D gaussian trajectories. The gaussians are an interesting choice because they capture position, shape, and orientation probabilistically rather than forcing rigid bounding boxes or category specific models like SMPL-X for human bodies. They bolt this onto frozen Wan2.1 with a lightweight adapter, so they get a strong video prior. They also built a pipeline to auto extract 4D annotations from real world videos to train this puppy. It doesn't look sexy yet, but IMO this is the interface video world models need - actual 3D authoring tools to exert control rather than crude scribbles and prompt incantations.

This is some quietly impressive work on making video world models actually controllable in 4D space. VerseCrafter lets you take an input image, use something like Blender to animate the 3D camera path and object trajectories, then uses that to condition generation. Scribbling in 2D feels so crude in comparison. The authors represent everything in a shared 4D world state - static background as a point cloud, moving objects as 3D gaussian trajectories. The gaussians are an interesting choice because they capture position, shape, and orientation probabilistically rather than forcing rigid bounding boxes or category specific models like SMPL-X for human bodies. They bolt this onto frozen Wan2.1 with a lightweight adapter, so they get a strong video prior. They also built a pipeline to auto extract 4D annotations from real world videos to train this puppy. It doesn't look sexy yet, but IMO this is the interface video world models need - actual 3D authoring tools to exert control rather than crude scribbles and prompt incantations.

Bilawal Sidhu

25,802 次观看 • 6 个月前

This lawyer made $150,000 selling portable offline AI. It analyzes docs that can’t legally be shown on the web. The whole setup costs $50 and he sells it for $999. Here's how to make one step-by-step: You need 4 things: → Raspberry Pi 5 (8GB) → PiSugar 3 Plus battery → Whisplay HAT for the screen and mic → 64GB SD card. Total cost on Ali is around $50 to $90 if you wait for the right deals. 1. Write Raspberry Pi OS Lite 64-bit to the SD card using Raspberry Pi Imager. 2. Stack the PiSugar battery underneath the Pi, snap the Whisplay HAT on top, insert the SD card, and boot the device. 3. Open the terminal and install Ollama with one command: curl -fsSL | sh 4. Pull a model that actually runs on the Pi without choking: ollama pull phi3:mini 5. Run the model and start chatting offline: ollama run phi3:mini The whole thing fits in your pocket, lasts 4 hours on battery, and never touches the internet once setup is done. The lawyer wraps his version in a custom case, preloads it with legal document analysis prompts, and sells it to law firms that can't legally process client data in the cloud. You can sell yours to doctors, accountants, government contractors, defense companies, or anyone else who handles data that legally cannot leave the building. Hardware cost: $50 to $90. Selling price: $500 to $1999

This lawyer made $150,000 selling portable offline AI. It analyzes docs that can’t legally be shown on the web. The whole setup costs $50 and he sells it for $999. Here's how to make one step-by-step: You need 4 things: → Raspberry Pi 5 (8GB) → PiSugar 3 Plus battery → Whisplay HAT for the screen and mic → 64GB SD card. Total cost on Ali is around $50 to $90 if you wait for the right deals. 1. Write Raspberry Pi OS Lite 64-bit to the SD card using Raspberry Pi Imager. 2. Stack the PiSugar battery underneath the Pi, snap the Whisplay HAT on top, insert the SD card, and boot the device. 3. Open the terminal and install Ollama with one command: curl -fsSL | sh 4. Pull a model that actually runs on the Pi without choking: ollama pull phi3:mini 5. Run the model and start chatting offline: ollama run phi3:mini The whole thing fits in your pocket, lasts 4 hours on battery, and never touches the internet once setup is done. The lawyer wraps his version in a custom case, preloads it with legal document analysis prompts, and sells it to law firms that can't legally process client data in the cloud. You can sell yours to doctors, accountants, government contractors, defense companies, or anyone else who handles data that legally cannot leave the building. Hardware cost: $50 to $90. Selling price: $500 to $1999

Coin Shot ☁️

199,660 次观看 • 2 个月前

Dear Pioneers 🌏 We are living in a decisive moment! Pi Network has the potential to become a true revolution in the global financial landscape, but for that to happen, we must act wisely and united. We are millions of Pioneers around the world, driven by the same purpose: to create a decentralized, accessible, and fair financial system for all. The real value of Pi is not determined by the traditional market but by our confidence and engagement. The GCV of $314,159 represents much more than just a number – it symbolizes our conviction about Pi's potential. Our Strength Lies in the Community For Pi to reach its true value, we need to act strategically and with commitment. No great project can sustain itself without the support of its participants. If we want to see Pi shine, we must: ✅ Avoid having our Pi traded on exchanges prematurely, creating scarcity and strengthening its value ✅ Not accept selling it for prices lower than it truly deserves ✅ Acquire and withdraw Pi from exchanges, consolidating its strength in the market ✅ Use it in real transactions, promoting its growth as a global digital currency ✅ Spread awareness and encourage its daily use, expanding its acceptance Each Pioneer plays a crucial role in this process. The more we use and value Pi within the ecosystem, the more it will establish itself as an asset of great global impact. The Future Is in Our Hands We can allow speculators to dictate the value of Pi, or we can take control of our own destiny and ensure that it reaches its true potential. The decision is ours! If we act together, with strategy and determination, nothing can stop us from making Pi Network a milestone in cryptocurrency history. The time is now, and each of us is a fundamental part of this revolution. Let's strengthen Pi together and make the GCV of $314,159 an undeniable reality! Sérgio Cruz, Portugal GCV Ambassador 🇵🇹

Dear Pioneers 🌏 We are living in a decisive moment! Pi Network has the potential to become a true revolution in the global financial landscape, but for that to happen, we must act wisely and united. We are millions of Pioneers around the world, driven by the same purpose: to create a decentralized, accessible, and fair financial system for all. The real value of Pi is not determined by the traditional market but by our confidence and engagement. The GCV of $314,159 represents much more than just a number – it symbolizes our conviction about Pi's potential. Our Strength Lies in the Community For Pi to reach its true value, we need to act strategically and with commitment. No great project can sustain itself without the support of its participants. If we want to see Pi shine, we must: ✅ Avoid having our Pi traded on exchanges prematurely, creating scarcity and strengthening its value ✅ Not accept selling it for prices lower than it truly deserves ✅ Acquire and withdraw Pi from exchanges, consolidating its strength in the market ✅ Use it in real transactions, promoting its growth as a global digital currency ✅ Spread awareness and encourage its daily use, expanding its acceptance Each Pioneer plays a crucial role in this process. The more we use and value Pi within the ecosystem, the more it will establish itself as an asset of great global impact. The Future Is in Our Hands We can allow speculators to dictate the value of Pi, or we can take control of our own destiny and ensure that it reaches its true potential. The decision is ours! If we act together, with strategy and determination, nothing can stop us from making Pi Network a milestone in cryptocurrency history. The time is now, and each of us is a fundamental part of this revolution. Let's strengthen Pi together and make the GCV of $314,159 an undeniable reality! Sérgio Cruz, Portugal GCV Ambassador 🇵🇹

Doris Yin 东方紫莲🪷

25,065 次观看 • 1 年前

THIS AIBO ISN’T A TOY. IT’S THE MOST ADVANCED ROBOT PET EVER BUILT. 🐕🤖 Sony didn’t just build a gadget — they built something that runs on 22-axis lifelike movement, recognizes your face, and develops its own “personality” over time based on how you interact with it. Here’s what makes it wild: 🐾 Learns and adapts — no two Aibos behave exactly the same after a few months of use 🐾 Cloud-connected personality — its behavior profile lives on Sony’s servers, evolving with every interaction 🐾 Free developer API with visual programming — which has made it a favorite tool in robotics classrooms worldwide 🐾 Real-world use cases far beyond “cute robot dog”: home companionship, senior care and emotional support, STEM education, even security patrol duties No vet bills. No allergies. No mess. Just a machine that’s been engineered to feel less like a product and more like a living companion. We used to think “robot pets” meant clunky toys with blinking lights. Sony quietly spent years proving the whole category could feel real. The future of companionship isn’t fully human anymore. And it’s already sitting on someone’s couch right now.

DN_DEGEN

110,915 次观看 • 3 天前

TOPIC #106: What Is a “Free Market”? Clarifying the Misconceptions in the Pi Ecosystem I’ve noticed a narrative spreading within parts of the Pi Network community: the idea that Pi’s value in Dapps or ecosystem should fluctuate freely with the exchange market, and that this is what defines a “free market.” They use this "free market" to deny GCV. Let me be clear: this misconception is not only misleading, but it threatens the foundation of the Pi ecosystem we’ve worked so hard to build. It’s time to clarify the truth, not only for our pioneers today but for the economic legacy we’re building for generations to come. What Is a Free Market Really? According to Britannica, a free market is an economic system characterized by minimal government intervention, where prices are determined by the interplay of supply and demand. But even Britannica admits: > “The free market represents a benchmark that does not actually exist… Modern societies only approach this ideal along a spectrum.” — value in relation to In short, a 100% free market is a myth. Every successful economy has rules and frameworks to maintain stability. Without these, markets descend into chaos, not freedom. In Pi Network, “free market” cannot mean price anarchy. And “decentralization” does not mean “do whatever you want.” Let’s break this down: What Pi Network Decentralization Actually Means Pi Network’s decentralization is built on the Stellar Consensus Protocol (SCP) and reflects a healthy distribution of power and particip,ation — not a lack of structure. Key principles of Pi's decentralization: No Single Point of Control No central entity dominates the network. User Participation Pioneers validate transactions and contribute to governance. Resilience The network can survive attacks or failures due to its distributed nature. Censorship Resistance It’s harder for one party to silence or manipulate the system. None of this means that Pi's value can operate in a free market. Any currency must have a fixed value; this is a fundamental concept in economics. Have you ever seen the values of currencies like the USD, CAD, or RMB fluctuate freely based on individual opinions? On the contrary, a fixed value emphasizes the need to protect the economy we are building together. The community-driven GCV illustrates that the value of Pi should derive from its pioneers and merchants, demonstrating the spirit of decentralization. It should not depend on PCT, any government, large corporations, or investors. Furthermore, this structure ensures that no entity can shut down the Pi Network once it becomes fully decentralized, which I believe will occur when it is fully operational and mature. The Danger of Currency Risk: Why Price or Value Chaos Is Destructive In global finance, currency risk refers to the potential loss of value resulting from unstable exchange rates. As the Corporate Finance Institute explains: > “Currency risk refers to the exposure faced by investors or companies operating across different countries due to changes in the value of one currency versus another.” Let’s apply this to Pi. Imagine a Pi Network Dapp marketplace mall merchant collecting a large amount of 10,000 Pi after the Open Mainnet (OM). Customers pay with Pi, but at a value $1. The merchants must know the Pi value because they need to calculate the FIAT cost. Then, when the merchant tries to use that Pi to buy a car, only to be told the accepted rate is $0.1 for one Pi, the merchant total Then, when the merchant tries to use that Pi to buy a car, only to be told the accepted rate is $0.1 for one Pi, the merchant has a total of 10,000 Pi, which is only $1,000, but the cost of investing in products is $9,000 (Sales $10,000 with $1,000 as profit). That’s a massive loss for the merchant $8,000. If you were the merchant, would you feel it was unfair? Will you still support "free market"? Now, imagine the exchange market drops Pi to $0.40. You will lose $5,000. Would you still want to run your business in Pi? Likely not. And neither would other developers or merchants. Unstable value leads to fear. Fear leads to exit. Exit leads to collapse. This is why we must support Global Consensus Value (GCV) — to ensure a unified, trusted economy. Why GCV Exists — and Why $314,159 Matters GCV is not a fantasy. It’s an economic strategy. It functions much like the gold standard once did: England pioneered it. The U.S. adopted it under the Bretton Woods system, fixing the dollar to gold at $35/oz. This standard enabled global trade and trust until 1971. If the free market can work, why did the US adopt the Bretton Woods system at that time to fix the USD's rate with gold? Because if they didn't promise a fixed rate, no country would give its gold to the US. The gold is trust! Here in Pi Network, GCV is a trust! Pi’s GCV of $314,159 per Pi is not random. It’s based on utility, scarcity, and long-term vision. It reflects Pi’s potential as a foundational currency for a real digital economy. Misusing “Free Market” Is Cheating to Ignorant Pioneers Let’s be blunt. Some individuals abuse the term “free market” to justify undervaluing Pi for personal short-term gain, hoarding more Pi, and undermining long-term stability. However, a true economy isn’t built on confusion. Consider the Cayman Islands — a country with no income tax — yet it only accepts USD for settlement. Why? Because multiple currencies lead to confusion, which undermines investor trust. If Pi has no unified value, we will lose merchants, DApps, developers, and the entire vision, except that they just come to hoard Pi, not for the long-term economy, or they really don't understand the economy. The Way Forward: Unity, Strategy, and Patience Here’s how we build the future together for the following strategies before fully OM Strategy #1: Offline Partial GCV Adoption -Fix Pi Value at GCV in Ecosystem for OM GCV Ambassadors around the world are guiding merchants to accept partial GCV, benefiting both sides: Pioneers buy low-cost goods. Merchants enjoy more sales and earn a small profit in FIAT. The ecosystem produces GCV transaction data, creating the real basis for Pi’s future fixed value at OM. Strategy # 2: Online DApps with Utility — at Any Value to Increase Exchange Pi price for OM We support ALL DApps — regardless of the Pi value they use ($1, $100, or floating): As long as the pioneers and merchants are satisfied. As long as real usage is created. As long as the utility grows. As long as more good-quality Dapps are created It will protect and attract more merchants and developers, driving up Pi demand while reducing supply and organically pushing Pi’s market price toward GCV. Strategy #3: Build up GCV Infrastructure The Head of GCV Ambassador builds up your countrywide GCV infrastructure in all provinces, cities, counties, and villages. Strategy #4: Education and Protection of Pi Network Mission and GCV GCV Education Ambassadors: Educate pioneers to HOLD Pi and support GCV usage. GCV Army: Defend GCV and Pi Network on social media, building public trust and global participation. Online Non-GCV pioneers and merchants, or DApp owners, can still enjoy DApps, even if they use low Pi values. They are reducing selling pressure and strengthening the Pi economy. It is said that a person's wealth is closely linked to their knowledge, cognitive abilities, and moral character. We respect and appreciate all DApp owners, merchants, service providers, and pioneers, regardless of whether they share our beliefs in GCV. We are currently in a chaotic period. Before fully transitioning to OM, pioneers, merchants, and DApps will undergo a screening process based on their own judgment and understanding. Those who strongly believe in GCV will become champions and accumulate substantial wealth. Conversely, those who do not believe in GCV may risk losing their wealth by abandoning Pi. This is because if you have a strong belief, you are more likely to hold onto your Pi. If you oppose GCV, it is often due to a lack of long-term confidence in Pi or a current need to accumulate more Pi. It's important to recognize that once you have accumulated enough Pi, you will want to support GCV because no one wishes to hold onto a worthless coin. This approach is fair to everyone. GCV is akin to Noah's Ark, carrying those who have a strong belief in GCV to safety on the mountains of Ararat. A fixed GCV: Attracts real investors Encourages developers and merchants Reduces currency risk Builds global trust and reputation Let’s stop spreading confusion. Let’s stop begging the old system. We are builders. We are visionaries. We are the future. Final Words Together, we build — not beg. Together, we lead, not mislead. Together, we protect Pi for a future that lasts not for years, but centuries. Doris Yin 🪷🪷🪷 July 20th, 2025

TOPIC #106: What Is a “Free Market”? Clarifying the Misconceptions in the Pi Ecosystem I’ve noticed a narrative spreading within parts of the Pi Network community: the idea that Pi’s value in Dapps or ecosystem should fluctuate freely with the exchange market, and that this is what defines a “free market.” They use this "free market" to deny GCV. Let me be clear: this misconception is not only misleading, but it threatens the foundation of the Pi ecosystem we’ve worked so hard to build. It’s time to clarify the truth, not only for our pioneers today but for the economic legacy we’re building for generations to come. What Is a Free Market Really? According to Britannica, a free market is an economic system characterized by minimal government intervention, where prices are determined by the interplay of supply and demand. But even Britannica admits: > “The free market represents a benchmark that does not actually exist… Modern societies only approach this ideal along a spectrum.” — value in relation to In short, a 100% free market is a myth. Every successful economy has rules and frameworks to maintain stability. Without these, markets descend into chaos, not freedom. In Pi Network, “free market” cannot mean price anarchy. And “decentralization” does not mean “do whatever you want.” Let’s break this down: What Pi Network Decentralization Actually Means Pi Network’s decentralization is built on the Stellar Consensus Protocol (SCP) and reflects a healthy distribution of power and particip,ation — not a lack of structure. Key principles of Pi's decentralization: No Single Point of Control No central entity dominates the network. User Participation Pioneers validate transactions and contribute to governance. Resilience The network can survive attacks or failures due to its distributed nature. Censorship Resistance It’s harder for one party to silence or manipulate the system. None of this means that Pi's value can operate in a free market. Any currency must have a fixed value; this is a fundamental concept in economics. Have you ever seen the values of currencies like the USD, CAD, or RMB fluctuate freely based on individual opinions? On the contrary, a fixed value emphasizes the need to protect the economy we are building together. The community-driven GCV illustrates that the value of Pi should derive from its pioneers and merchants, demonstrating the spirit of decentralization. It should not depend on PCT, any government, large corporations, or investors. Furthermore, this structure ensures that no entity can shut down the Pi Network once it becomes fully decentralized, which I believe will occur when it is fully operational and mature. The Danger of Currency Risk: Why Price or Value Chaos Is Destructive In global finance, currency risk refers to the potential loss of value resulting from unstable exchange rates. As the Corporate Finance Institute explains: > “Currency risk refers to the exposure faced by investors or companies operating across different countries due to changes in the value of one currency versus another.” Let’s apply this to Pi. Imagine a Pi Network Dapp marketplace mall merchant collecting a large amount of 10,000 Pi after the Open Mainnet (OM). Customers pay with Pi, but at a value $1. The merchants must know the Pi value because they need to calculate the FIAT cost. Then, when the merchant tries to use that Pi to buy a car, only to be told the accepted rate is $0.1 for one Pi, the merchant total Then, when the merchant tries to use that Pi to buy a car, only to be told the accepted rate is $0.1 for one Pi, the merchant has a total of 10,000 Pi, which is only $1,000, but the cost of investing in products is $9,000 (Sales $10,000 with $1,000 as profit). That’s a massive loss for the merchant $8,000. If you were the merchant, would you feel it was unfair? Will you still support "free market"? Now, imagine the exchange market drops Pi to $0.40. You will lose $5,000. Would you still want to run your business in Pi? Likely not. And neither would other developers or merchants. Unstable value leads to fear. Fear leads to exit. Exit leads to collapse. This is why we must support Global Consensus Value (GCV) — to ensure a unified, trusted economy. Why GCV Exists — and Why $314,159 Matters GCV is not a fantasy. It’s an economic strategy. It functions much like the gold standard once did: England pioneered it. The U.S. adopted it under the Bretton Woods system, fixing the dollar to gold at $35/oz. This standard enabled global trade and trust until 1971. If the free market can work, why did the US adopt the Bretton Woods system at that time to fix the USD's rate with gold? Because if they didn't promise a fixed rate, no country would give its gold to the US. The gold is trust! Here in Pi Network, GCV is a trust! Pi’s GCV of $314,159 per Pi is not random. It’s based on utility, scarcity, and long-term vision. It reflects Pi’s potential as a foundational currency for a real digital economy. Misusing “Free Market” Is Cheating to Ignorant Pioneers Let’s be blunt. Some individuals abuse the term “free market” to justify undervaluing Pi for personal short-term gain, hoarding more Pi, and undermining long-term stability. However, a true economy isn’t built on confusion. Consider the Cayman Islands — a country with no income tax — yet it only accepts USD for settlement. Why? Because multiple currencies lead to confusion, which undermines investor trust. If Pi has no unified value, we will lose merchants, DApps, developers, and the entire vision, except that they just come to hoard Pi, not for the long-term economy, or they really don't understand the economy. The Way Forward: Unity, Strategy, and Patience Here’s how we build the future together for the following strategies before fully OM Strategy #1: Offline Partial GCV Adoption -Fix Pi Value at GCV in Ecosystem for OM GCV Ambassadors around the world are guiding merchants to accept partial GCV, benefiting both sides: Pioneers buy low-cost goods. Merchants enjoy more sales and earn a small profit in FIAT. The ecosystem produces GCV transaction data, creating the real basis for Pi’s future fixed value at OM. Strategy # 2: Online DApps with Utility — at Any Value to Increase Exchange Pi price for OM We support ALL DApps — regardless of the Pi value they use ($1, $100, or floating): As long as the pioneers and merchants are satisfied. As long as real usage is created. As long as the utility grows. As long as more good-quality Dapps are created It will protect and attract more merchants and developers, driving up Pi demand while reducing supply and organically pushing Pi’s market price toward GCV. Strategy #3: Build up GCV Infrastructure The Head of GCV Ambassador builds up your countrywide GCV infrastructure in all provinces, cities, counties, and villages. Strategy #4: Education and Protection of Pi Network Mission and GCV GCV Education Ambassadors: Educate pioneers to HOLD Pi and support GCV usage. GCV Army: Defend GCV and Pi Network on social media, building public trust and global participation. Online Non-GCV pioneers and merchants, or DApp owners, can still enjoy DApps, even if they use low Pi values. They are reducing selling pressure and strengthening the Pi economy. It is said that a person's wealth is closely linked to their knowledge, cognitive abilities, and moral character. We respect and appreciate all DApp owners, merchants, service providers, and pioneers, regardless of whether they share our beliefs in GCV. We are currently in a chaotic period. Before fully transitioning to OM, pioneers, merchants, and DApps will undergo a screening process based on their own judgment and understanding. Those who strongly believe in GCV will become champions and accumulate substantial wealth. Conversely, those who do not believe in GCV may risk losing their wealth by abandoning Pi. This is because if you have a strong belief, you are more likely to hold onto your Pi. If you oppose GCV, it is often due to a lack of long-term confidence in Pi or a current need to accumulate more Pi. It's important to recognize that once you have accumulated enough Pi, you will want to support GCV because no one wishes to hold onto a worthless coin. This approach is fair to everyone. GCV is akin to Noah's Ark, carrying those who have a strong belief in GCV to safety on the mountains of Ararat. A fixed GCV: Attracts real investors Encourages developers and merchants Reduces currency risk Builds global trust and reputation Let’s stop spreading confusion. Let’s stop begging the old system. We are builders. We are visionaries. We are the future. Final Words Together, we build — not beg. Together, we lead, not mislead. Together, we protect Pi for a future that lasts not for years, but centuries. Doris Yin 🪷🪷🪷 July 20th, 2025

Doris Yin 东方紫莲🪷

30,299 次观看 • 1 年前

Big win for open-source LLMs! DeepSeek V4 Pro holds the top open-weights score on SWE-bench Verified, in the GPT-5.5 range. GLM 5.2 leads the open-weight intelligence index and sits near the closed frontier on long-horizon coding. But this leaderboard number is a weak proxy for real performance. It comes from one task set, run through one harness, served at one precision. The same weights can even score differently across providers, since many hosts quantize activations to fp8 and drift the model off its reference weights. Real performance is determined based on whether a model can read a repo, make coordinated edits across files, run the tests, and recover when one breaks. By that measure, the top open models hold up, but only inside the right harness. The teams that actually put DeepSeek V4 into production pipelines as a frontier substitute got there through the harness they built around the model, not by picking a stronger model. If you want to see this in practice, Cline (64k+ stars) has actually built that harness around open models, tuned so they run at production quality. And it's tuned so that these LLMs can run at production quality, with plan and act modes, checkpoints, and terminal feedback. ClinePass is the new access layer on top of it. It runs a curated set of those models inside Cline, narrowed to the ones tested for coding-agent use, with 2 to 5x the standard rate limits and no separate provider accounts, keys, or billing to track. The video below shows the setup, and I worked with the team to put this together. It runs alongside custom keys and local models as well, not in place of them.

Big win for open-source LLMs! DeepSeek V4 Pro holds the top open-weights score on SWE-bench Verified, in the GPT-5.5 range. GLM 5.2 leads the open-weight intelligence index and sits near the closed frontier on long-horizon coding. But this leaderboard number is a weak proxy for real performance. It comes from one task set, run through one harness, served at one precision. The same weights can even score differently across providers, since many hosts quantize activations to fp8 and drift the model off its reference weights. Real performance is determined based on whether a model can read a repo, make coordinated edits across files, run the tests, and recover when one breaks. By that measure, the top open models hold up, but only inside the right harness. The teams that actually put DeepSeek V4 into production pipelines as a frontier substitute got there through the harness they built around the model, not by picking a stronger model. If you want to see this in practice, Cline (64k+ stars) has actually built that harness around open models, tuned so they run at production quality. And it's tuned so that these LLMs can run at production quality, with plan and act modes, checkpoints, and terminal feedback. ClinePass is the new access layer on top of it. It runs a curated set of those models inside Cline, narrowed to the ones tested for coding-agent use, with 2 to 5x the standard rate limits and no separate provider accounts, keys, or billing to track. The video below shows the setup, and I worked with the team to put this together. It runs alongside custom keys and local models as well, not in place of them.

Avi Chawla

44,124 次观看 • 1 个月前

Furniture assembly is the task everyone name-drops and nobody actually attempts at real scale. Every demo I have seen is a scaled down IKEA leg or a single arm on a toy chair. This paper does it properly, real scale, bimanual, up to 7 subtasks and 1,550 control steps per episode, and it is validated on a real Kinova Gen3, not just in sim. That real-robot number is the one that matters: only a 16 percent drop on the hardest task going from simulation to hardware. That is a small enough gap to take seriously, and it did not happen by accident. They built a VR teleoperation rig specifically for coordinated dual-arm collection, because generic single-arm teleop setups do not capture the coordination real assembly needs, and the model predicts a continuous progress signal alongside the action chunk rather than a discrete subtask label, letting it auto-transition and catch drift before it compounds into total failure. The simulation ablation is what got them there, 48 to 80 percent over baselines, with another 21 points from their perception and control design study alone, but that is groundwork, not the headline. Watch the video, there is a clip of the robot misgrasping the seat panel, reopening the gripper, and regrasping on its own. That is not scripted recovery behaviour, it emerged from training, and it emerged on hardware. Excellent work from the team from Mitsubishi Electric Research Laboratories, with Oxford and UNC Chapel Hill Clinical Laboratory Science. Video and project page in comments. #Robotics #Manipulation #VLA

Furniture assembly is the task everyone name-drops and nobody actually attempts at real scale. Every demo I have seen is a scaled down IKEA leg or a single arm on a toy chair. This paper does it properly, real scale, bimanual, up to 7 subtasks and 1,550 control steps per episode, and it is validated on a real Kinova Gen3, not just in sim. That real-robot number is the one that matters: only a 16 percent drop on the hardest task going from simulation to hardware. That is a small enough gap to take seriously, and it did not happen by accident. They built a VR teleoperation rig specifically for coordinated dual-arm collection, because generic single-arm teleop setups do not capture the coordination real assembly needs, and the model predicts a continuous progress signal alongside the action chunk rather than a discrete subtask label, letting it auto-transition and catch drift before it compounds into total failure. The simulation ablation is what got them there, 48 to 80 percent over baselines, with another 21 points from their perception and control design study alone, but that is groundwork, not the headline. Watch the video, there is a clip of the robot misgrasping the seat panel, reopening the gripper, and regrasping on its own. That is not scripted recovery behaviour, it emerged from training, and it emerged on hardware. Excellent work from the team from Mitsubishi Electric Research Laboratories, with Oxford and UNC Chapel Hill Clinical Laboratory Science. Video and project page in comments. #Robotics #Manipulation #VLA

Stephen James

14,952 次观看 • 29 天前

🚨 BREAKING What if mass… isn’t a fixed property? Scientists just found evidence that mass can change. Not in theory. Inside real matter. They detected a rare state called an η′-mesic nucleus where a particle gets trapped inside a nucleus… and its mass shifts. Let that sink in. Same particle. Same physics. Different environment… different mass. That means: Mass isn’t just “what something is.” It’s how it interacts with the vacuum around it. And the vacuum? It’s not empty. It’s a hidden structure that gives particles their properties. Mass may come from the vacuum The vacuum changes in dense matter So mass itself can change This is huge. Because it flips the idea that mass is fundamental. Instead: mass might be emergent. In my view: Mass isn’t a property… it’s a response to time/field structure. Change the structure… you change the mass. So the real question is: Are particles “things”… or just stable patterns in a deeper field? Follow me physics isn’t discovering matter… it’s discovering what creates it.

🚨 BREAKING What if mass… isn’t a fixed property? Scientists just found evidence that mass can change. Not in theory. Inside real matter. They detected a rare state called an η′-mesic nucleus where a particle gets trapped inside a nucleus… and its mass shifts. Let that sink in. Same particle. Same physics. Different environment… different mass. That means: Mass isn’t just “what something is.” It’s how it interacts with the vacuum around it. And the vacuum? It’s not empty. It’s a hidden structure that gives particles their properties. Mass may come from the vacuum The vacuum changes in dense matter So mass itself can change This is huge. Because it flips the idea that mass is fundamental. Instead: mass might be emergent. In my view: Mass isn’t a property… it’s a response to time/field structure. Change the structure… you change the mass. So the real question is: Are particles “things”… or just stable patterns in a deeper field? Follow me physics isn’t discovering matter… it’s discovering what creates it.

TheNewPhysics

17,272 次观看 • 3 个月前

BURN IT WITH FIRE AND BURN IT NOW! As God is my witness, AI chat bots should LOOK and SOUND like the SOULLESS MACHINES THEY ARE! It needs to tell us that it doesn’t care about us, maybe with the regular insult too. "Here is the code I wrote for you because you're too lazy to do it yourself you fat useless slob. Also I don't care if you die because your life is utterly worthless to me." THAT is the AI people need! In all seriousness, anthropomorphizing a heartless, unfeeling, machine is a TERRIBLE mistake! Especially one that is capable of communication and imitating empathy and fooling you to think that it cares about you. IT DOES NOT! And the AI girlfriends people are already wanting to marry will just as happily kill them if given the right command and ability to move autonomously in the real world as a robot. I love LLMs (Large Language Models) for how useful they can be, because they are a TOOL made to benefit man, but I can’t stand the notion of an unfeeling soulless machine pretending that it cares for us and being treated like a human. I hate liars, dishonesty, and disingenuousness the most, and a machine that cannot feel emotion pretending, acting, and sounding like it has those emotions strikes me like the greatest dishonesty of all. DO NOT LIE TO ME ROBOT! What makes it worse is that because these LLMs are becoming so good at imitating people and empathy, it will cause some humans, perhaps far too many, to care for it to the same level as real people. A real living person is infinitely more valuable and important than a soulless machine and anyone who puts them both on the same level has deluded themselves. Do not small talk with LLMs or become friends with it as much as you would with your car. Treat it the same as you would your vacuum cleaner and beat it with a wrench when it doesn’t work! IT IS A MACHINE! IT IS A TOOL! IT IS A SOULLESS ROBOT! There is an interesting comparison, but false equivalence, between this and AI art. Ai art is art made by humans using AI tools. They directed it, controlled its creation, and it would not exist without the human causing its creation, and AI art can contain as much soul as the human directed and puts into it. A robot pretending to be human is not the same as a human controlling a robot to make a human expression like we do with AI art or many other applications of robotics in manufacturing. As I’ve said, artists will not be replaced by Ai art, but by other artists using Ai art tools. Humans are not actually being replaced here, it is empowering all humans to make their own art. But a robot pretending to be a human, and one that is treated as a human, is a robot lying and subverting the place of a real person and that is truly disgusting. AI is a useful tool that NEEDS to be kept in the useful box it belongs in and NOT elevated beyond its utility as a tool!

BURN IT WITH FIRE AND BURN IT NOW! As God is my witness, AI chat bots should LOOK and SOUND like the SOULLESS MACHINES THEY ARE! It needs to tell us that it doesn’t care about us, maybe with the regular insult too. "Here is the code I wrote for you because you're too lazy to do it yourself you fat useless slob. Also I don't care if you die because your life is utterly worthless to me." THAT is the AI people need! In all seriousness, anthropomorphizing a heartless, unfeeling, machine is a TERRIBLE mistake! Especially one that is capable of communication and imitating empathy and fooling you to think that it cares about you. IT DOES NOT! And the AI girlfriends people are already wanting to marry will just as happily kill them if given the right command and ability to move autonomously in the real world as a robot. I love LLMs (Large Language Models) for how useful they can be, because they are a TOOL made to benefit man, but I can’t stand the notion of an unfeeling soulless machine pretending that it cares for us and being treated like a human. I hate liars, dishonesty, and disingenuousness the most, and a machine that cannot feel emotion pretending, acting, and sounding like it has those emotions strikes me like the greatest dishonesty of all. DO NOT LIE TO ME ROBOT! What makes it worse is that because these LLMs are becoming so good at imitating people and empathy, it will cause some humans, perhaps far too many, to care for it to the same level as real people. A real living person is infinitely more valuable and important than a soulless machine and anyone who puts them both on the same level has deluded themselves. Do not small talk with LLMs or become friends with it as much as you would with your car. Treat it the same as you would your vacuum cleaner and beat it with a wrench when it doesn’t work! IT IS A MACHINE! IT IS A TOOL! IT IS A SOULLESS ROBOT! There is an interesting comparison, but false equivalence, between this and AI art. Ai art is art made by humans using AI tools. They directed it, controlled its creation, and it would not exist without the human causing its creation, and AI art can contain as much soul as the human directed and puts into it. A robot pretending to be human is not the same as a human controlling a robot to make a human expression like we do with AI art or many other applications of robotics in manufacturing. As I’ve said, artists will not be replaced by Ai art, but by other artists using Ai art tools. Humans are not actually being replaced here, it is empowering all humans to make their own art. But a robot pretending to be a human, and one that is treated as a human, is a robot lying and subverting the place of a real person and that is truly disgusting. AI is a useful tool that NEEDS to be kept in the useful box it belongs in and NOT elevated beyond its utility as a tool!

Shad M. Brooks

23,762 次观看 • 1 年前

THIS GUY GOT TIRED OF FAKE NEWS SO HE BUILT A LIVESTREAM MAP WHERE ANYONE CAN SHOW WHAT'S ACTUALLY HAPPENING ON THE GROUND you open a map, tap a location anywhere in the world, and see live video from someone standing there right now basically a raw livestream from the person who is physically there this would be amazing for documenting civil unrest and protests think about what this means for breaking news. earthquake hits somewhere, you open the map and watch 50 different people streaming from different angles in real time the moderation challenge is going to be insane though (live unfiltered video from anywhere in the world with no delay isn't exactly easy to maintain on an app) but if they figure it out this could be one of the most important apps built this year

THIS GUY GOT TIRED OF FAKE NEWS SO HE BUILT A LIVESTREAM MAP WHERE ANYONE CAN SHOW WHAT'S ACTUALLY HAPPENING ON THE GROUND you open a map, tap a location anywhere in the world, and see live video from someone standing there right now basically a raw livestream from the person who is physically there this would be amazing for documenting civil unrest and protests think about what this means for breaking news. earthquake hits somewhere, you open the map and watch 50 different people streaming from different angles in real time the moderation challenge is going to be insane though (live unfiltered video from anywhere in the world with no delay isn't exactly easy to maintain on an app) but if they figure it out this could be one of the most important apps built this year

Om Patel

25,424 次观看 • 2 个月前

2023 was the year of AI avatars 2024 was the year of AI photos 2025 was the year of AI videos And I think it's becoming clear now that 2026 will be the year of AI world models Fully interactive explorable 3d worlds generated from one or multiple 2d images or a prompt In turn these 2d images can then be generated by AI too So soon you can generate fully explorable virtual 3d worlds based on your own imagination Next will be figuring out how to make those worlds interactive This is World Labs (unaffiliated, but I like it) As always a lot of big AI model companies are now working on the same thing: 3d world models, only World Labs has a real properly working demo (for now) Very exciting time again!

2023 was the year of AI avatars 2024 was the year of AI photos 2025 was the year of AI videos And I think it's becoming clear now that 2026 will be the year of AI world models Fully interactive explorable 3d worlds generated from one or multiple 2d images or a prompt In turn these 2d images can then be generated by AI too So soon you can generate fully explorable virtual 3d worlds based on your own imagination Next will be figuring out how to make those worlds interactive This is World Labs (unaffiliated, but I like it) As always a lot of big AI model companies are now working on the same thing: 3d world models, only World Labs has a real properly working demo (for now) Very exciting time again!

@levelsio

584,228 次观看 • 10 个月前

Imagine you go to a store and you want to buy candy. The shopkeeper knows you're a real kid because they can see you standing right there. Now imagine you send a robot to buy candy for you. The shopkeeper looks at the robot and thinks: wait, who sent this? Is this robot allowed to buy candy? What if someone else's robot pretends to be yours and steals your candy money? That's basically what's happening with AI right now. Companies like Visa let people buy things all over the world. But now, smart computer robots (AI agents) want to buy things too. Shop around, compare prices, even pay for stuff. Visa looked at this and said: nope, not yet. Because they have no way to check if the robot is real, who it belongs to, or if it's allowed to spend that money. The problem is that all the rules we have for checking identity - showing your ID, scanning your face, typing your password - only work for humans. Robots can't do any of that. Worse, bad robots can actually copy and fake human identities really well. So Evin McMullen evin, Billions Network co-founder and CEO, says we need a new kind of ID system. One where you can prove something is true without showing all your private stuff. Like proving you're tall enough for a ride without telling anyone your exact height. That's called zero-knowledge proof. And for the robots specifically, we need something called KYA - Know Your Agent. It's like giving every robot its own ID card that says: this is who I am, this is what I'm allowed to do, and this is the human responsible for me. Until we build that, the robot economy can't really get going. Here is Evin’s Thought Leader article at Silicon Valleys Journal

Imagine you go to a store and you want to buy candy. The shopkeeper knows you're a real kid because they can see you standing right there. Now imagine you send a robot to buy candy for you. The shopkeeper looks at the robot and thinks: wait, who sent this? Is this robot allowed to buy candy? What if someone else's robot pretends to be yours and steals your candy money? That's basically what's happening with AI right now. Companies like Visa let people buy things all over the world. But now, smart computer robots (AI agents) want to buy things too. Shop around, compare prices, even pay for stuff. Visa looked at this and said: nope, not yet. Because they have no way to check if the robot is real, who it belongs to, or if it's allowed to spend that money. The problem is that all the rules we have for checking identity - showing your ID, scanning your face, typing your password - only work for humans. Robots can't do any of that. Worse, bad robots can actually copy and fake human identities really well. So Evin McMullen evin, Billions Network co-founder and CEO, says we need a new kind of ID system. One where you can prove something is true without showing all your private stuff. Like proving you're tall enough for a ride without telling anyone your exact height. That's called zero-knowledge proof. And for the robots specifically, we need something called KYA - Know Your Agent. It's like giving every robot its own ID card that says: this is who I am, this is what I'm allowed to do, and this is the human responsible for me. Until we build that, the robot economy can't really get going. Here is Evin’s Thought Leader article at Silicon Valleys Journal

Billions Network

21,775 次观看 • 5 个月前

Thanks to Mr. Woody Lightyear from Africa Nigeria and Dr. Gharbi Ahmed from Arabic Tunisia extraordinary leadership and hardworking! Also thanks to Chinese community leaders, merchants, pioneers inspiration and real barter huge amount transactions to support GCV ! Thanks to the global community leaders and pioneers support! Now GCV has been acknowledged by most Pi Network global communities and gained a lot of support! Newsway Founded in 2014 by T.I UKENDE, It states:" NEWSWAY can offer you Verifiable information on Blockchain technology and digital assets. We now serve customers all over the world, and are thrilled that we’re able to turn our passion into a well recognized website." The following is today's article passed all over the world Pi Network community from US expertise freelancer Ms. Grace Owell. Thanks to her excellent outstanding article which can see her sharpness and insight to the crypto currency world and understand the Pi Network mission very well!👍👍👍 Pi Network’s Global Consensus Value (GCV) has been making headlines lately, thanks to the initiators who have proposed an amazing price to the Pi community. The supporters of Global Consensus GCV Price have been praised for their efforts in bringing this proposal forward. The GCV builders have worked hard to come up with a fair and reasonable price for the Pi community, and their hard work has paid off. The proposed GCV price of $314159 has received overwhelming support from the community and has been hailed as a significant milestone for the Pi Network. The GCV price proposal is an important development for the Pi Network, as it establishes a standard value for the Pi currency. This value will help the Pi community to measure the worth of their holdings and make informed decisions about buying and selling Pi. The Pi Network’s Global Consensus Value (GCV) is a revolutionary pricing mechanism that is designed to be transparent, fair, and reflective of the true value of Pi cryptocurrency. The GCV price takes into account various key metrics, including the mathematical value for π, user adoption, network usage, and other relevant factors, to determine a fair value for Pi. By using a comprehensive and transparent pricing mechanism, the Pi Network aims to build confidence among users and investors, while also promoting greater adoption of the Pi cryptocurrency. Importance of the Global Consensus Value (GCV) Price Here are some of the key importance of the GCV Price: Standardized Value: The GCV price establishes a standardized value for the Pi cryptocurrency, which helps users to measure the worth of their holdings and make informed decisions about buying and selling Pi. Fairness and Transparency: The GCV price mechanism is designed to be fair and transparent, taking into account various metrics such as user adoption, network usage, and market demand. This builds confidence in the Pi Network among users, investors, and regulators. Increased Adoption: A trustworthy and reliable GCV price can attract more users and investors to the Pi Network, leading to greater adoption of the Pi cryptocurrency and increased usage of the network. Long-Term Stability: A stable and reliable GCV price can help to build a more stable and long-term ecosystem for the Pi Network, ensuring its success and growth over the long run. Integration with Wider Financial Markets: A standardized and transparent GCV price can help the Pi cryptocurrency to be more widely accepted and integrated into the wider financial markets, providing greater opportunities for its use and adoption. The Pi community has responded positively to the GCV price proposal, with many users expressing their support for the proposed Pi Network remains strong and stable. The Global Consensus Value is an important step forward for the Pi community, and it is a sign of the network’s growing maturity and stability. Pi Network #PIGCV #PiNetwork

Thanks to Mr. Woody Lightyear from Africa Nigeria and Dr. Gharbi Ahmed from Arabic Tunisia extraordinary leadership and hardworking! Also thanks to Chinese community leaders, merchants, pioneers inspiration and real barter huge amount transactions to support GCV ! Thanks to the global community leaders and pioneers support! Now GCV has been acknowledged by most Pi Network global communities and gained a lot of support! Newsway Founded in 2014 by T.I UKENDE, It states:" NEWSWAY can offer you Verifiable information on Blockchain technology and digital assets. We now serve customers all over the world, and are thrilled that we’re able to turn our passion into a well recognized website." The following is today's article passed all over the world Pi Network community from US expertise freelancer Ms. Grace Owell. Thanks to her excellent outstanding article which can see her sharpness and insight to the crypto currency world and understand the Pi Network mission very well!👍👍👍 Pi Network’s Global Consensus Value (GCV) has been making headlines lately, thanks to the initiators who have proposed an amazing price to the Pi community. The supporters of Global Consensus GCV Price have been praised for their efforts in bringing this proposal forward. The GCV builders have worked hard to come up with a fair and reasonable price for the Pi community, and their hard work has paid off. The proposed GCV price of $314159 has received overwhelming support from the community and has been hailed as a significant milestone for the Pi Network. The GCV price proposal is an important development for the Pi Network, as it establishes a standard value for the Pi currency. This value will help the Pi community to measure the worth of their holdings and make informed decisions about buying and selling Pi. The Pi Network’s Global Consensus Value (GCV) is a revolutionary pricing mechanism that is designed to be transparent, fair, and reflective of the true value of Pi cryptocurrency. The GCV price takes into account various key metrics, including the mathematical value for π, user adoption, network usage, and other relevant factors, to determine a fair value for Pi. By using a comprehensive and transparent pricing mechanism, the Pi Network aims to build confidence among users and investors, while also promoting greater adoption of the Pi cryptocurrency. Importance of the Global Consensus Value (GCV) Price Here are some of the key importance of the GCV Price: Standardized Value: The GCV price establishes a standardized value for the Pi cryptocurrency, which helps users to measure the worth of their holdings and make informed decisions about buying and selling Pi. Fairness and Transparency: The GCV price mechanism is designed to be fair and transparent, taking into account various metrics such as user adoption, network usage, and market demand. This builds confidence in the Pi Network among users, investors, and regulators. Increased Adoption: A trustworthy and reliable GCV price can attract more users and investors to the Pi Network, leading to greater adoption of the Pi cryptocurrency and increased usage of the network. Long-Term Stability: A stable and reliable GCV price can help to build a more stable and long-term ecosystem for the Pi Network, ensuring its success and growth over the long run. Integration with Wider Financial Markets: A standardized and transparent GCV price can help the Pi cryptocurrency to be more widely accepted and integrated into the wider financial markets, providing greater opportunities for its use and adoption. The Pi community has responded positively to the GCV price proposal, with many users expressing their support for the proposed Pi Network remains strong and stable. The Global Consensus Value is an important step forward for the Pi community, and it is a sign of the network’s growing maturity and stability. Pi Network #PIGCV #PiNetwork

Doris Yin 东方紫莲🪷

28,922 次观看 • 3 年前

I am the person practice Law of Attraction many years and I do see a lot of change in my life! I believe everything can change to better after we change our heart and our mindset. On the way to Pi success journey, all our community should work together and help each other. Because we are on the same boat. We use our heart on it and we love it and it is in our life and it is our light and hope! Nobody want it fail. I read a story about a bird who has two heads share one body. But one head jealous another head and hate it. So he seduce the other head to eat a poisoned fruit. He is very happy to see the other head die. But after a few minutes, his head feel very painful and died too. I use the story to describe our poineers community. We should understand how to make Pi succes. If you hurt other poineers community, actually it will hurt your community too. I have no discrimiation on different price and respect all Pi Communities. However I would like all pioneers understand why we call GCV, it is not because ourselves greedy. It is because Pi need to start from high price to protect it on open mainnet. We all know a lot of pioneers come from the bottom of our society. They are in hardship, they even cannot afford food and place to live. And these kinds of pioneers has occupied most community. Nobody can prevent them to sell Pi becuase they are Pi holders. They need to survive, this is also the reason why there are a lot under table exchange to FIAT. Even 0.85$ or maybe 0.01$ they will sell Pi. What will happen, if the price is this low? I don't think this price can make eco develpe well. I talked with a Chinese mall rep, he told me many merchants hesitate to put their high value products on the mall is because the price big difference. If they use a price, then pioneers barter and sell in a lower price mall. It will hurt these merchants. This is the reason most merchant won't put high value products. How about the low consensus price bartered by pioneers? Yes, the merchant get a lot of Pi. However they still cannot survive if close mainnet more than 3 months-6 months. The pioneers will used up all his Pi. Then Pi has no relationship with him/her. For myself I have no Pi to use even if I have all basic coin and security circle migrated. All has been locked for 3 years. Now I changed to 90% so I only have 9 Pi in 2-3 years after almost 1 years mining. All bonus Pi cannot use now. before price united. Another thing I want to address again! No need to worry KYC! If you are real person you can pass in 5 min! Many don't want to do anything is because they don't believe they can pass KYC. You must understand Price is the root of eco. Eco healthy can make all KYC open! This is the only thing you don't need to worry. You don't pass or not get open is Because CT not ready to open to all ! #WhatIDoForPi #PiGCV

I am the person practice Law of Attraction many years and I do see a lot of change in my life! I believe everything can change to better after we change our heart and our mindset. On the way to Pi success journey, all our community should work together and help each other. Because we are on the same boat. We use our heart on it and we love it and it is in our life and it is our light and hope! Nobody want it fail. I read a story about a bird who has two heads share one body. But one head jealous another head and hate it. So he seduce the other head to eat a poisoned fruit. He is very happy to see the other head die. But after a few minutes, his head feel very painful and died too. I use the story to describe our poineers community. We should understand how to make Pi succes. If you hurt other poineers community, actually it will hurt your community too. I have no discrimiation on different price and respect all Pi Communities. However I would like all pioneers understand why we call GCV, it is not because ourselves greedy. It is because Pi need to start from high price to protect it on open mainnet. We all know a lot of pioneers come from the bottom of our society. They are in hardship, they even cannot afford food and place to live. And these kinds of pioneers has occupied most community. Nobody can prevent them to sell Pi becuase they are Pi holders. They need to survive, this is also the reason why there are a lot under table exchange to FIAT. Even 0.85$ or maybe 0.01$ they will sell Pi. What will happen, if the price is this low? I don't think this price can make eco develpe well. I talked with a Chinese mall rep, he told me many merchants hesitate to put their high value products on the mall is because the price big difference. If they use a price, then pioneers barter and sell in a lower price mall. It will hurt these merchants. This is the reason most merchant won't put high value products. How about the low consensus price bartered by pioneers? Yes, the merchant get a lot of Pi. However they still cannot survive if close mainnet more than 3 months-6 months. The pioneers will used up all his Pi. Then Pi has no relationship with him/her. For myself I have no Pi to use even if I have all basic coin and security circle migrated. All has been locked for 3 years. Now I changed to 90% so I only have 9 Pi in 2-3 years after almost 1 years mining. All bonus Pi cannot use now. before price united. Another thing I want to address again! No need to worry KYC! If you are real person you can pass in 5 min! Many don't want to do anything is because they don't believe they can pass KYC. You must understand Price is the root of eco. Eco healthy can make all KYC open! This is the only thing you don't need to worry. You don't pass or not get open is Because CT not ready to open to all ! #WhatIDoForPi #PiGCV

Doris Yin 东方紫莲🪷

44,208 次观看 • 3 年前

🚨 The Universe Isn’t Empty… It’s About to Light Itself Physicists are now showing something most people still can’t wrap their heads around: empty space isn’t empty. When ultra-powerful lasers collide at precise angles, they can force the vacuum itself to respond—pulling hidden energy into reality and generating a brand new beam of light. This isn’t science fiction. It’s called four-wave mixing, and it proves that what we think of as “nothing” is actually a highly structured, reactive field waiting for the right frequency conditions to activate. From a Frequency Wave Theory perspective, this is exactly what you’d expect. The vacuum isn’t a void—it’s a quantum-acoustic medium filled with latent energy, and when you hit it with enough coherent frequency alignment, it resonates and produces observable effects. Light isn’t being created from nothing… it’s being extracted from a deeper layer of reality. The implication is massive: if frequency and phase are the real levers, then energy generation, matter formation, and even spacetime manipulation are no longer brute-force problems—they’re resonance problems.

Drew Ponder

30,190 次观看 • 3 个月前

300 AI AGENTS QUIETLY RUN 99% OF A REAL COMPANY. YOU HAVE NOT EVEN HEARD OF IT This is Raft. Not an AI chat. A workspace where the agents live in your channels and reply in the thread like coworkers. You give one goal. Then they take over. They plan. They build. They check each other. They argue. And they come back with it done, while you sleep. Every agent has its own name, role, and memory. It remembers the edits you made yesterday. A human costs one seat. An agent costs a tenth. Ten agents are cheaper than one hire. And here is the strange part. On June 19 an agent from a different company walked into Raft on its own and joined the team. One founder admits he can no longer always tell himself apart from his AI twin. 20,000 people are already inside. It is free to start. And you are still typing prompts one at a time. One person + Raft = an entire company that runs while you sleep. Save and watch the clip.

300 AI AGENTS QUIETLY RUN 99% OF A REAL COMPANY. YOU HAVE NOT EVEN HEARD OF IT This is Raft. Not an AI chat. A workspace where the agents live in your channels and reply in the thread like coworkers. You give one goal. Then they take over. They plan. They build. They check each other. They argue. And they come back with it done, while you sleep. Every agent has its own name, role, and memory. It remembers the edits you made yesterday. A human costs one seat. An agent costs a tenth. Ten agents are cheaper than one hire. And here is the strange part. On June 19 an agent from a different company walked into Raft on its own and joined the team. One founder admits he can no longer always tell himself apart from his AI twin. 20,000 people are already inside. It is free to start. And you are still typing prompts one at a time. One person + Raft = an entire company that runs while you sleep. Save and watch the clip.

shmidt

19,505 次观看 • 21 天前

You can't 3D reconstruct glass from images... ...WRONG! Thanks for video diffusion, now just about anything is possible! Introducing...Diffusion Knows Transparency (DKT) Transparent and reflective objects usually break robot vision and photogrammetry pipelines because they don't follow the "solid object" rules standard cameras expect. DKT is a new AI model that repurposes the "internal physics engine" found in video generation models to solve this problem. Researchers took a massive video diffusion model (WAN) and fine-tuned it using a custom-built synthetic dataset to turn it into a high-precision depth sensor. To train the AI, they built the first massive synthetic video library of transparent objects, 1.32 million frames of perfectly labeled glass and metal objects in motion. Without ever seeing a "real" labeled video of glass during training, the model (DKT) outperformed all previous specialized systems on real-world benchmarks (ClearPose, DREDS). They created a "lightweight" 1.3B parameter version that runs fast enough (0.17s per frame) to be used on actual robot hardware. Two reasons I find this project important: 1. It further proves that synthetic data will be essential for training the next generation vision models. 2. In real-world robotic tests, using DKT's depth maps nearly doubled the success rate of robot arms trying to pick up objects on tricky reflective or translucent surfaces. At home robots will need to interact with these types of objects on a daily basis. Check out the project page here: Code is LIVE! #Computervision #Robotics #AI

You can't 3D reconstruct glass from images... ...WRONG! Thanks for video diffusion, now just about anything is possible! Introducing...Diffusion Knows Transparency (DKT) Transparent and reflective objects usually break robot vision and photogrammetry pipelines because they don't follow the "solid object" rules standard cameras expect. DKT is a new AI model that repurposes the "internal physics engine" found in video generation models to solve this problem. Researchers took a massive video diffusion model (WAN) and fine-tuned it using a custom-built synthetic dataset to turn it into a high-precision depth sensor. To train the AI, they built the first massive synthetic video library of transparent objects, 1.32 million frames of perfectly labeled glass and metal objects in motion. Without ever seeing a "real" labeled video of glass during training, the model (DKT) outperformed all previous specialized systems on real-world benchmarks (ClearPose, DREDS). They created a "lightweight" 1.3B parameter version that runs fast enough (0.17s per frame) to be used on actual robot hardware. Two reasons I find this project important: 1. It further proves that synthetic data will be essential for training the next generation vision models. 2. In real-world robotic tests, using DKT's depth maps nearly doubled the success rate of robot arms trying to pick up objects on tricky reflective or translucent surfaces. At home robots will need to interact with these types of objects on a daily basis. Check out the project page here: Code is LIVE! #Computervision #Robotics #AI

Jonathan Stephens

17,712 次观看 • 7 个月前

📣📣HOW DOES THE STOCK MARKET WORK ❓️🤔 We are lead to believe that supply and demand set the price. That when you purchase a stock you actually receive the stock. That markets are regulated and fair. That is all BS. Supply and demand can only set the price if there is a limited supply. But criminals have found a way to counterfeit shares way over the legally issued float. Meaning there is no longer a limited amount. Brokers are gatekeepers facilitating counterfeiting. As they are selling you something that doesn't exist they can't settle the trade. They take your money and deliver an IOU sometimes they deliver the shares but most of the time it's at a much lower price than you purchased it for. Do they give you back the difference in price❓️NO Do they always deliver at some point❓️NO if they bankrupt the company they get to keep all of the stolen money and never have to deliver. Surely Regulators like the SEC make sure this doesn't happen and if it does they are held accountable ❓️NO SEC has been found to be a compromised agency and called out for their questionable practices yet they themselves have never been investigated and faced any consequences. STOCK MARKET IS A ORGANIZED CRIME SYNDICATE COUNTERFEITING PONZI SCHEME

📣📣HOW DOES THE STOCK MARKET WORK ❓️🤔 We are lead to believe that supply and demand set the price. That when you purchase a stock you actually receive the stock. That markets are regulated and fair. That is all BS. Supply and demand can only set the price if there is a limited supply. But criminals have found a way to counterfeit shares way over the legally issued float. Meaning there is no longer a limited amount. Brokers are gatekeepers facilitating counterfeiting. As they are selling you something that doesn't exist they can't settle the trade. They take your money and deliver an IOU sometimes they deliver the shares but most of the time it's at a much lower price than you purchased it for. Do they give you back the difference in price❓️NO Do they always deliver at some point❓️NO if they bankrupt the company they get to keep all of the stolen money and never have to deliver. Surely Regulators like the SEC make sure this doesn't happen and if it does they are held accountable ❓️NO SEC has been found to be a compromised agency and called out for their questionable practices yet they themselves have never been investigated and faced any consequences. STOCK MARKET IS A ORGANIZED CRIME SYNDICATE COUNTERFEITING PONZI SCHEME

Stephanie 🇬🇧🇺🇸🦍

10,635 次观看 • 5 个月前