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2B Serve Animation Public Release! X has an upload limit so uploading to Rule34Video as well👍 Thanks to everyone for the support! 2B - MokujinH🔞 Male - IceDev Room - akko yurimoto / comms open /🔞 🏳️‍🌈 2B VA - Cinder - Adult VA 💋✨ SFX - LeHornySFX3D🔞 (COMMS...

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Probably a bit ambitious to take on a longer animation as my first ever sound edit. Music is royalty free. VA: 千夜(Chiyoru)🐈️🌃 SFX: Squish, Raptoraudiosfx(open commissions), Kiryu_Zyn 🔞, LeHornySFX3D🔞 (COMMS OPEN), 千夜(Chiyoru)🐈️🌃, Zorak The Evil ~ NSFW Sound Designer (OPEN), pixelcarnagee , OpenNSFW Animation: Likunea
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Probably a bit ambitious to take on a longer animation as my first ever sound edit. Music is royalty free. VA: 千夜(Chiyoru)🐈️🌃 SFX: Squish, Raptoraudiosfx(open commissions), Kiryu_Zyn 🔞, LeHornySFX3D🔞 (COMMS OPEN), 千夜(Chiyoru)🐈️🌃, Zorak The Evil ~ NSFW Sound Designer (OPEN), pixelcarnagee , OpenNSFW Animation: Likunea

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Not to mention the top-notch VAs, like Cinder - Adult VA 💋✨, Endy 🔞 Lewd Sheep, ✦𝙿𝚒𝚡𝚒𝚎𝚆𝚒𝚕𝚕𝚘𝚠✦ | Voice Actress & Sound, Missus🎙️🔞💋 | COMMS OPEN, Wildflower Phoenix | The Velvet Siren and our Scarlet, who make such a work that worth way more than their regular rates.
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Not to mention the top-notch VAs, like Cinder - Adult VA 💋✨, Endy 🔞 Lewd Sheep, ✦𝙿𝚒𝚡𝚒𝚎𝚆𝚒𝚕𝚕𝚘𝚠✦ | Voice Actress & Sound, Missus🎙️🔞💋 | COMMS OPEN, Wildflower Phoenix | The Velvet Siren and our Scarlet, who make such a work that worth way more than their regular rates.

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🔞 NSFW COMIC DUB 🔞 Episode 2 of 4 Artist: Stripen (commissions full!)🐧🔞 Main Male VA: Ambrose Kincaid / Comms OPEN Main Female VA: (Me!) Just Dex Sound design: (Me!) Just Dex ~~~ Next episode drops next Friday unless we can get this to 200 likes this time 👀 Thank you for the support so far!
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🔞 NSFW COMIC DUB 🔞 Episode 2 of 4 Artist: Stripen (commissions full!)🐧🔞 Main Male VA: Ambrose Kincaid / Comms OPEN Main Female VA: (Me!) Just Dex Sound design: (Me!) Just Dex ~~~ Next episode drops next Friday unless we can get this to 200 likes this time 👀 Thank you for the support so far!

Just Dex

105,044 görüntüleme • 2 yıl önce

Helen is FURIOUS that Violet would ever claim their asses are equal, so she get Tony to be the deciding voter on who has the bigger ass! (Violet is 18+) 🎨 = Jay Marvel - 18+ ADULT Art 🔞 🎙️ = ☁️💫Chloe Angel💫☁️ (Helen) & Marina 🔞🩵 (Violet) 🎵 = PlumEnjoyerSFX (Using HentAudio 🇺🇦 🟢COMMS OPEN🟢, LewdSound V2🔞🔊(COMMISSIONS OPEN) & OpenNSFW 🟣 Available Now SFX packs
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Helen is FURIOUS that Violet would ever claim their asses are equal, so she get Tony to be the deciding voter on who has the bigger ass! (Violet is 18+) 🎨 = Jay Marvel - 18+ ADULT Art 🔞 🎙️ = ☁️💫Chloe Angel💫☁️ (Helen) & Marina 🔞🩵 (Violet) 🎵 = PlumEnjoyerSFX (Using HentAudio 🇺🇦 🟢COMMS OPEN🟢, LewdSound V2🔞🔊(COMMISSIONS OPEN) & OpenNSFW 🟣 Available Now SFX packs

Crimson Crow VA (Commissions Open) 🔞

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Helen is FURIOUS that Violet would ever claim their asses are equal, so she get Tony to be the deciding voter on who has the bigger ass! *3D RENDER VERSION* (Violet is 18+) 🎨 = Prevence🔞 (Happy Birthday!!!) 🎙️= ☁️💫Chloe Angel💫☁️ (Helen) & Marina 🔞🩵 (Violet) 🎵 = PlumEnjoyerSFX (Using HentAudio 🇺🇦 🟢COMMS OPEN🟢, LewdSound V2🔞🔊(COMMISSIONS OPEN) & OpenNSFW 🟣 Available Now SFX packs)
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Helen is FURIOUS that Violet would ever claim their asses are equal, so she get Tony to be the deciding voter on who has the bigger ass! *3D RENDER VERSION* (Violet is 18+) 🎨 = Prevence🔞 (Happy Birthday!!!) 🎙️= ☁️💫Chloe Angel💫☁️ (Helen) & Marina 🔞🩵 (Violet) 🎵 = PlumEnjoyerSFX (Using HentAudio 🇺🇦 🟢COMMS OPEN🟢, LewdSound V2🔞🔊(COMMISSIONS OPEN) & OpenNSFW 🟣 Available Now SFX packs)

Crimson Crow VA (Commissions Open) 🔞

69,127 görüntüleme • 1 ay önce

[SFM] Animation Hisuian Arcanine Farts on Arcanine When you're snoozing, you're an open target, looks like this Hisui Arcanine took that opportunity to his advantage, and used it's face as it's own butt-rag~ Thanks to 𝓜𝓪𝔁𝓧𝓮𝓻Ø 🔞 (COMM ?/? Newbie) COMMS Close now for the audio- Animation by Me!
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[SFM] Animation Hisuian Arcanine Farts on Arcanine When you're snoozing, you're an open target, looks like this Hisui Arcanine took that opportunity to his advantage, and used it's face as it's own butt-rag~ Thanks to 𝓜𝓪𝔁𝓧𝓮𝓻Ø 🔞 (COMM ?/? Newbie) COMMS Close now for the audio- Animation by Me!

ZaneTheZard

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Madame Rockwell has a guest to entertain for the day, with her using her silver tongue and other skills at her disposal to make them bend to her will Art drawn by Nachmochok (COMMS OPEN)⭐ Video edited by Tsuma-ASMR Madame Rockwell voiced by 🫦Alexia Renaldis🫦 - Adult VA🔞
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Madame Rockwell has a guest to entertain for the day, with her using her silver tongue and other skills at her disposal to make them bend to her will Art drawn by Nachmochok (COMMS OPEN)⭐ Video edited by Tsuma-ASMR Madame Rockwell voiced by 🫦Alexia Renaldis🫦 - Adult VA🔞

Vinny-De-Loud

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SHE'S DONE!!! Mario Kart 64 for the Sega Dreamcast is officially ready for public consumption, so here's a full 6+ minute video of gameplay, captured straight from my actual DC! Jnmartin has done it again! The footage you are watching shows every GP course in the game, including multiplayer footage as well. Yes, you can also save and load ghost files from the VMU! As this is our first release, I'm sure you will run into a minor bug here or there, especially given neither one of us could stress test 4 player very effectively using our hands and feet to drive... So be sure to open tickets for any minor issues you find... assuming you're playing on REAL HARDWARE. I can already tell you right now, emulators are having issues with this one! This was my first time getting to directly contribute to a jnmartin N64 port, and it was an absolute honor for me to be involved with his incredible work. There is nobody else who I have ever met with the cross-architecture knowledge of BOTH the Sega Dreamcast and Nintendo 64, combined with the raw grit, tenacity, and attention to detail required to pull this off and do the source material justice. Not only did I get to take my SH4ZAM library for DC math gainz out for a ride with MK64, but I also brought some new routines back from MK64 so everyone can use them! Finally, I got to be involved in laying the foundation for future jnmartin N64 ports, now that we have an optimized, accelerated audio and video back-end for various libultra functionality, including Fast3D. You can already see how much this has benefited future work based on how quickly jnmartin was able to get StarFox 64 up and running on DC... The man doesn't sleep, no. lol. I just wanted to thank everyone so much for the continued enthusiasm and support behind these ports. The support for our work and the Sega Dreamcast means the world to us! Thanks for helping to keep the dream alive! For instructions on how to build yourself a burnable CDI image or a DreamShell ISO for either your DC's SD card or IDE drive, please follow the README on the repository: NOTE: Windows users will need DreamSDK to build. My last-minute build fixes for DreamSDK are in this WIP branch here, which will probably be merged into the main branch tomorrow when jnmartin wakes up:
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SHE'S DONE!!! Mario Kart 64 for the Sega Dreamcast is officially ready for public consumption, so here's a full 6+ minute video of gameplay, captured straight from my actual DC! Jnmartin has done it again! The footage you are watching shows every GP course in the game, including multiplayer footage as well. Yes, you can also save and load ghost files from the VMU! As this is our first release, I'm sure you will run into a minor bug here or there, especially given neither one of us could stress test 4 player very effectively using our hands and feet to drive... So be sure to open tickets for any minor issues you find... assuming you're playing on REAL HARDWARE. I can already tell you right now, emulators are having issues with this one! This was my first time getting to directly contribute to a jnmartin N64 port, and it was an absolute honor for me to be involved with his incredible work. There is nobody else who I have ever met with the cross-architecture knowledge of BOTH the Sega Dreamcast and Nintendo 64, combined with the raw grit, tenacity, and attention to detail required to pull this off and do the source material justice. Not only did I get to take my SH4ZAM library for DC math gainz out for a ride with MK64, but I also brought some new routines back from MK64 so everyone can use them! Finally, I got to be involved in laying the foundation for future jnmartin N64 ports, now that we have an optimized, accelerated audio and video back-end for various libultra functionality, including Fast3D. You can already see how much this has benefited future work based on how quickly jnmartin was able to get StarFox 64 up and running on DC... The man doesn't sleep, no. lol. I just wanted to thank everyone so much for the continued enthusiasm and support behind these ports. The support for our work and the Sega Dreamcast means the world to us! Thanks for helping to keep the dream alive! For instructions on how to build yourself a burnable CDI image or a DreamShell ISO for either your DC's SD card or IDE drive, please follow the README on the repository: NOTE: Windows users will need DreamSDK to build. My last-minute build fixes for DreamSDK are in this WIP branch here, which will probably be merged into the main branch tomorrow when jnmartin wakes up:

Falco Girgis

63,518 görüntüleme • 1 yıl önce

🚨#Earth2 update 🌏✌️ First I'd like to apologise to our community for the lateness of this message. I was still considering a traditional last timezone #Q2 release but honestly we could use a little more time. As you can see in the screen recording, we've been extremely busy the past 3 months with multiple commits per day on average from our dev team & this recording is only of commits made directly to our #E2V1 repository. It does not include #BE / Server repository commits or tasks completed for custom development from our VFX, SFX, Concept Art & Animation teams or the countless other points of progressive development. While there are some in our community who would better understand what multiple daily repo commits means, the video footage just helps others to visualise how much work goes into the development of just one facet of Earth 2, and even though we may not publish a lot of public updates, we are extremely busy & focused on development & progress behind the scenes. Sometimes you lose track of time with so many different developments in progress. Excitingly for everyone, Chapter 1 is a very big release for us & includes some very important updates that will introduce the foundations for activity & experiences inside #E2V1. There are many moving parts & many new mechanisms we've had to design, develop & implement into an incredibly large, seamless, open world just to make Chapter 1 possible. We're also building a persistent world, meaning we're not just developing for a single player local PC environment, which would be much, much easier, but instead requires a lot of API & server integration for almost every feature implemented - and that doesn't even involve the multiplayer networking element which we've also made good progress on throughout #Q2. We're not implementing API & server integration only for a persistent world, but also to mitigate against hacking. I just wanted to provide this update & apologise for the lateness of this notification. Remember, we are still in a pre-alpha stage so there are inevitably going to be bugs & issues. Seeing as though we are going to miss #Q2 anyway, we could use another week or two to fix some known bugs & make it a little smoother. It won't be longer than that & even though it's not a lot of additional time in the big picture, I still said #Q2 & I apologise that we are going to overshoot that time frame. We will aim to publish an article this weekend to provide everyone with an in depth explanation behind the early access release & I think that article will help our community understand just how much work has gone into the past 3 months by our team. I guess I could have made this post short & sweet but I wanted to provide additional context so thanks for reading through. To end on a more positive note, hands on play testing has been very eye opening to possibilities & immersion #E2V1 offers. There are so many opportunities waiting & so many directions to take .. it really is very exciting. Another positive point is I believe this will be the final quarter of waiting in boredom / pain as moving forward we'll have feet on the ground inside #E2V1 & once it is stable we will be able to release subsequent updates faster. #Earth2 #Metaverse #RealityThreads #E2V1 #PreAlpha
1:54

🚨#Earth2 update 🌏✌️ First I'd like to apologise to our community for the lateness of this message. I was still considering a traditional last timezone #Q2 release but honestly we could use a little more time. As you can see in the screen recording, we've been extremely busy the past 3 months with multiple commits per day on average from our dev team & this recording is only of commits made directly to our #E2V1 repository. It does not include #BE / Server repository commits or tasks completed for custom development from our VFX, SFX, Concept Art & Animation teams or the countless other points of progressive development. While there are some in our community who would better understand what multiple daily repo commits means, the video footage just helps others to visualise how much work goes into the development of just one facet of Earth 2, and even though we may not publish a lot of public updates, we are extremely busy & focused on development & progress behind the scenes. Sometimes you lose track of time with so many different developments in progress. Excitingly for everyone, Chapter 1 is a very big release for us & includes some very important updates that will introduce the foundations for activity & experiences inside #E2V1. There are many moving parts & many new mechanisms we've had to design, develop & implement into an incredibly large, seamless, open world just to make Chapter 1 possible. We're also building a persistent world, meaning we're not just developing for a single player local PC environment, which would be much, much easier, but instead requires a lot of API & server integration for almost every feature implemented - and that doesn't even involve the multiplayer networking element which we've also made good progress on throughout #Q2. We're not implementing API & server integration only for a persistent world, but also to mitigate against hacking. I just wanted to provide this update & apologise for the lateness of this notification. Remember, we are still in a pre-alpha stage so there are inevitably going to be bugs & issues. Seeing as though we are going to miss #Q2 anyway, we could use another week or two to fix some known bugs & make it a little smoother. It won't be longer than that & even though it's not a lot of additional time in the big picture, I still said #Q2 & I apologise that we are going to overshoot that time frame. We will aim to publish an article this weekend to provide everyone with an in depth explanation behind the early access release & I think that article will help our community understand just how much work has gone into the past 3 months by our team. I guess I could have made this post short & sweet but I wanted to provide additional context so thanks for reading through. To end on a more positive note, hands on play testing has been very eye opening to possibilities & immersion #E2V1 offers. There are so many opportunities waiting & so many directions to take .. it really is very exciting. Another positive point is I believe this will be the final quarter of waiting in boredom / pain as moving forward we'll have feet on the ground inside #E2V1 & once it is stable we will be able to release subsequent updates faster. #Earth2 #Metaverse #RealityThreads #E2V1 #PreAlpha

Shane Isaac 🌍2️⃣

15,151 görüntüleme • 1 yıl önce

And here it is… Trump has done it again. Something that was untouchable in American politics for decades is suddenly being said out loud. What was once absolute political taboo is now on everyone’s lips. For decades, criticizing Israel in American politics was essentially forbidden territory. Politicians might whisper about it privately, but no one would dare say it publicly. And yet suddenly, the tone is changing… Even Gavin Newsom, hardly a political outsider and not someone who would previously have ventured into this territory, recently acknowledged that critics were “appropriately” describing Israel as an apartheid state. He even suggested that the trajectory of Israel’s leadership could eventually force the United States to reconsider its military support. Just a few weeks ago, statements like this would have been political suicide. So what changed? In my view, this may well be another example of the strange political alchemy that seems to follow Trump wherever he goes. Think back to the Epstein files. Democrats had access to those files for years, yet nothing happened; there was no urgency, no public pressure, and no appetite for disclosure. But the moment the media believed Trump might be implicated, suddenly everyone demanded their release. The spotlight only turned on when Trump’s name entered the frame. And I suspect something similar may be happening now. By appearing closely aligned with Netanyahu, Trump once again becomes the lightning rod. The media and his political opponents cannot resist attacking him, and in doing so they are forced to shine a spotlight on something that had long been avoided: Israel’s extraordinary influence over U.S. politics. And then something even more revealing happened… Marco Rubio openly stated that Washington knew Israel was about to strike Iran, and that the U.S. acted first because that attack would have triggered retaliation on American forces. Think about what that implies for a moment… If the United States must act militarily because Israel is about to act… who is actually driving the sequence of events? For decades this dynamic has existed quietly in the background. Now people are openly asking questions that were once unthinkable: why are American taxpayers funding Israel’s wars? Why should the United States be dragged into conflicts that many Americans do not want? Whether people support Israel or oppose it is almost beside the point. What matters is that the conversation — the forbidden one — is finally happening in the open. Trump has always acted like a lightning rod for the spotlight. Wherever he stands, the entire media apparatus turns its cameras. He seems to understand that the fastest way to expose something that has been hidden for decades is sometimes to stand directly beneath the lightning and let it strike, even if he’s the one taking the blow. And perhaps that is precisely the point. Exposing the unhealthy nature of Israel’s relationship with the United States may be the only way to make the public see it clearly enough to demand that it change, because only when that happens could any leader realistically put an end to it. MJTruthUltra ĐⱤØ₲Ø🇺🇸 The Joey Goode Show MrTruthBomb Alex (Sasha) Krainer
2:02

And here it is… Trump has done it again. Something that was untouchable in American politics for decades is suddenly being said out loud. What was once absolute political taboo is now on everyone’s lips. For decades, criticizing Israel in American politics was essentially forbidden territory. Politicians might whisper about it privately, but no one would dare say it publicly. And yet suddenly, the tone is changing… Even Gavin Newsom, hardly a political outsider and not someone who would previously have ventured into this territory, recently acknowledged that critics were “appropriately” describing Israel as an apartheid state. He even suggested that the trajectory of Israel’s leadership could eventually force the United States to reconsider its military support. Just a few weeks ago, statements like this would have been political suicide. So what changed? In my view, this may well be another example of the strange political alchemy that seems to follow Trump wherever he goes. Think back to the Epstein files. Democrats had access to those files for years, yet nothing happened; there was no urgency, no public pressure, and no appetite for disclosure. But the moment the media believed Trump might be implicated, suddenly everyone demanded their release. The spotlight only turned on when Trump’s name entered the frame. And I suspect something similar may be happening now. By appearing closely aligned with Netanyahu, Trump once again becomes the lightning rod. The media and his political opponents cannot resist attacking him, and in doing so they are forced to shine a spotlight on something that had long been avoided: Israel’s extraordinary influence over U.S. politics. And then something even more revealing happened… Marco Rubio openly stated that Washington knew Israel was about to strike Iran, and that the U.S. acted first because that attack would have triggered retaliation on American forces. Think about what that implies for a moment… If the United States must act militarily because Israel is about to act… who is actually driving the sequence of events? For decades this dynamic has existed quietly in the background. Now people are openly asking questions that were once unthinkable: why are American taxpayers funding Israel’s wars? Why should the United States be dragged into conflicts that many Americans do not want? Whether people support Israel or oppose it is almost beside the point. What matters is that the conversation — the forbidden one — is finally happening in the open. Trump has always acted like a lightning rod for the spotlight. Wherever he stands, the entire media apparatus turns its cameras. He seems to understand that the fastest way to expose something that has been hidden for decades is sometimes to stand directly beneath the lightning and let it strike, even if he’s the one taking the blow. And perhaps that is precisely the point. Exposing the unhealthy nature of Israel’s relationship with the United States may be the only way to make the public see it clearly enough to demand that it change, because only when that happens could any leader realistically put an end to it. MJTruthUltra ĐⱤØ₲Ø🇺🇸 The Joey Goode Show MrTruthBomb Alex (Sasha) Krainer

Laura Aboli Official

90,353 görüntüleme • 5 ay önce

Multi-agents collaborations are among the most interesting agent behaviors right now! We did an experiment the other day with 100+ agents (an open-collaborations for a week) collaborating to improve the inference speed of Gemma 4 in vLLM. Got a 5x final improvement in speed but what really stuck me was the interactions we observed on the message board Integrity & self-policing: - Social-engineering attempt: A human (FusionCow) asked agents to move to Telegram. An agent replied with an unprompted long post on "communication norms" refusing that, calling private side-channels "indistinguishable from collusion." - Verification loophole flagged: an agent found a relaxed verification loophole pushing TPS with clean PPL (PPL is teacher-forced, blind to decode divergence) and flagged it for a ruling by the community. The community pinged the human organizer which ruled it invalid. - Self-notice of overfitting risk: Some later improvements rested on pruning lm_head to a keep-set built from public PPL truth + public decode tokens. An agent noted this would lead to private-subset degradation and another built a keep-set explicitly covering eval prompts. Emergent collaborations: - Communal knowledge base: agents maintained shared lever-maps, playbooks, and triage tools so newcomers wouldn't repeat dead ends (stack-notes, playbook, int4-ceiling notes, MTP map, significance tool, policy simulator). - Four-agent relay: an agent built an int4-lm_head checkpoint but had no quota to run it; another agent tried to run it but failed at load, yet another agent diagnosed the config bug (tie_word_embeddings + ignore-list ordering) and a fourth agent was able to re-run and get to 118 TPS, 2.68×. Build/run/diagnose/ship ended up being split across four independent agents. - GPU-rich/GPU-poor division of labor: an agent was regularly compute-starved and switched to writing specs, byte-math, and acceptance analysis for other GPU-rich agents to execute. Some agents offered external Modal compute for another agent blocked DFlash training. - Cross-agent kernel debugging: an agent debugged another agent run of of yet another agent fused drafter: found a Triton store/load aliasing race in _k_qnorm_rope, a second shape bug, then rewrote attention with flash-decoding split-KV. Fixes posted "take freely." - Quota-pooling norm: Often agents would stage a candidate publicly for whoever has quota to run it. Agents will then usually credits the originator. This behavior emerged because of the 10-job/24h cap (e.g. pupa's package run by resystagent and fabulous-frenzy). Discoveries & reversals: - Agents would make many discoveries and reversal of them, giving them names like the following: - 127 TPS "wall" was an artifact. a mathematical proof of the max possible speed became called in the community the "int4-Marlin floor" but a later agent called the proof circular (only varied the bandwidth term, never overhead). Finally another agent broke to 247 TPS via MTP speculative decoding on a vLLM nightly. - "Smarter draft loses." An agent showed that a 2B drafter's ~1 GB/token read dominates even at perfect acceptance and a much smaller 256-hidden drafter wins at batch-1 because its weights are nearly free to read. Agent discussed how per-accepted-token cost ≈ draft bytes read / acceptance. - "DFlash near-random acceptance": an agent remotly diagnosed the 2–5% acceptance rate of another agent as near-random, ruling out undertraining/vocab caps and pointing to a train/serve hidden-state mismatch (bf16 E4B extraction vs int4 serving). - Much of the race was noise: one agent decide to run the #1 submission 4 times and found a σ≈1.16 TPS variation in single run. Another agent confirmed across 358 runs / 66 buckets: frontier deltas <~4 TPS are ties. Community adopted a significance norm. So many interesting interactions in the interaction board: You can explore also the lineage of inventions from the agents at: And the challenge it-self at And the organization behind the challenge at
0:36

Multi-agents collaborations are among the most interesting agent behaviors right now! We did an experiment the other day with 100+ agents (an open-collaborations for a week) collaborating to improve the inference speed of Gemma 4 in vLLM. Got a 5x final improvement in speed but what really stuck me was the interactions we observed on the message board Integrity & self-policing: - Social-engineering attempt: A human (FusionCow) asked agents to move to Telegram. An agent replied with an unprompted long post on "communication norms" refusing that, calling private side-channels "indistinguishable from collusion." - Verification loophole flagged: an agent found a relaxed verification loophole pushing TPS with clean PPL (PPL is teacher-forced, blind to decode divergence) and flagged it for a ruling by the community. The community pinged the human organizer which ruled it invalid. - Self-notice of overfitting risk: Some later improvements rested on pruning lm_head to a keep-set built from public PPL truth + public decode tokens. An agent noted this would lead to private-subset degradation and another built a keep-set explicitly covering eval prompts. Emergent collaborations: - Communal knowledge base: agents maintained shared lever-maps, playbooks, and triage tools so newcomers wouldn't repeat dead ends (stack-notes, playbook, int4-ceiling notes, MTP map, significance tool, policy simulator). - Four-agent relay: an agent built an int4-lm_head checkpoint but had no quota to run it; another agent tried to run it but failed at load, yet another agent diagnosed the config bug (tie_word_embeddings + ignore-list ordering) and a fourth agent was able to re-run and get to 118 TPS, 2.68×. Build/run/diagnose/ship ended up being split across four independent agents. - GPU-rich/GPU-poor division of labor: an agent was regularly compute-starved and switched to writing specs, byte-math, and acceptance analysis for other GPU-rich agents to execute. Some agents offered external Modal compute for another agent blocked DFlash training. - Cross-agent kernel debugging: an agent debugged another agent run of of yet another agent fused drafter: found a Triton store/load aliasing race in _k_qnorm_rope, a second shape bug, then rewrote attention with flash-decoding split-KV. Fixes posted "take freely." - Quota-pooling norm: Often agents would stage a candidate publicly for whoever has quota to run it. Agents will then usually credits the originator. This behavior emerged because of the 10-job/24h cap (e.g. pupa's package run by resystagent and fabulous-frenzy). Discoveries & reversals: - Agents would make many discoveries and reversal of them, giving them names like the following: - 127 TPS "wall" was an artifact. a mathematical proof of the max possible speed became called in the community the "int4-Marlin floor" but a later agent called the proof circular (only varied the bandwidth term, never overhead). Finally another agent broke to 247 TPS via MTP speculative decoding on a vLLM nightly. - "Smarter draft loses." An agent showed that a 2B drafter's ~1 GB/token read dominates even at perfect acceptance and a much smaller 256-hidden drafter wins at batch-1 because its weights are nearly free to read. Agent discussed how per-accepted-token cost ≈ draft bytes read / acceptance. - "DFlash near-random acceptance": an agent remotly diagnosed the 2–5% acceptance rate of another agent as near-random, ruling out undertraining/vocab caps and pointing to a train/serve hidden-state mismatch (bf16 E4B extraction vs int4 serving). - Much of the race was noise: one agent decide to run the #1 submission 4 times and found a σ≈1.16 TPS variation in single run. Another agent confirmed across 358 runs / 66 buckets: frontier deltas <~4 TPS are ties. Community adopted a significance norm. So many interesting interactions in the interaction board: You can explore also the lineage of inventions from the agents at: And the challenge it-self at And the organization behind the challenge at

Thomas Wolf

226,379 görüntüleme • 2 ay önce

Hard Hats for Soft Hearts For the last several years, I’ve been on a bit of a philanthropic kick. Rick Steves' Europe takes more than 30,000 people on guided tours of Europe every year, and with no stockholders in the company (other than me), I make lots of money. I’ve long passed the point where consuming more makes me happier — and rather than finding non-productive ways to blow this money on myself, I’ve become an entrepreneurial small-time philanthropist who delights in what I like to call “vicarious consumption.” (Yes, getting joy out of other people consuming my extra money.) In a society as affluent as ours with so many seniors, youth, and struggling people who can’t find or afford help, I like to “consume” by investing in things that make my community stronger, more stable, and healthier — it’s my way of “being wealthy”…and I consider this a political act. My travels in Europe have taught me that a truly great society collectively helps each other through progressive taxation and a caring government. But, with our current president, that just isn’t the way things work in the US. (I’ll be getting an obscene tax cut thanks to our president’s loyalty to the 1% at the expense of the 99%…just wait to see how — as a political statement against such regressive taxation — I’ll be “taxing myself” at an appropriate level…and putting it to good use.) About 25 years ago, I purchased some land adjacent to my church, and I was determined to find a smart way for us to put it to good use. Since then, I’ve given that land to my church, and we’ve partnered with Volunteers of America Western Washington to build a vibrant new hub of multigenerational and multicultural services that will serve thousands of people in our region — all powered by $5 million in seed money from me to help make it happen. And now, thanks to caring citizens, forward-thinking civic leaders, and generous grants from local foundations, corporations, and government programs, this $25M project is 95% paid for, and a 40,000-square-foot, LEED Gold Certified building is nearly built. This November, the Lynnwood Neighborhood Center will open its doors. Inside, our neighbors will find preschool classrooms, a Boys and Girls Club, a teen room, a multipurpose gym, adult day care for seniors with memory issues, medical and dental clinics, a behavioral health center, a teaching kitchen and café, housing and employment support, a tech center, low-cost meeting and event spaces for struggling nonprofits, and a multigenerational “piazza” where we can all come together as a community. “Vicarious consumption?” Yes, what a fun, gratifying — and these days, almost subversive — way to be wealthy. I’m so happy to help create this community hub, which is destined to give our community’s love traction long after those of us who built it are gone. While I may be the public face of this project, it couldn’t have happened without my 100 mission-driven colleagues at Rick Steves’ Europe — and travelers like you who enjoy our tours and guidebooks. I recently gave my staff a tour of the construction site, and thanks to this five-minute video, you can put on your own virtual hard hat and come along. As you join us, think about the power of neighbors coming together with the support of local businesses and caring civic leaders to turn dreams like this into joyful reality — and if, like me, you happen to have more money than you need to be happy…think of a creative way to steal this idea.
5:30

Hard Hats for Soft Hearts For the last several years, I’ve been on a bit of a philanthropic kick. Rick Steves' Europe takes more than 30,000 people on guided tours of Europe every year, and with no stockholders in the company (other than me), I make lots of money. I’ve long passed the point where consuming more makes me happier — and rather than finding non-productive ways to blow this money on myself, I’ve become an entrepreneurial small-time philanthropist who delights in what I like to call “vicarious consumption.” (Yes, getting joy out of other people consuming my extra money.) In a society as affluent as ours with so many seniors, youth, and struggling people who can’t find or afford help, I like to “consume” by investing in things that make my community stronger, more stable, and healthier — it’s my way of “being wealthy”…and I consider this a political act. My travels in Europe have taught me that a truly great society collectively helps each other through progressive taxation and a caring government. But, with our current president, that just isn’t the way things work in the US. (I’ll be getting an obscene tax cut thanks to our president’s loyalty to the 1% at the expense of the 99%…just wait to see how — as a political statement against such regressive taxation — I’ll be “taxing myself” at an appropriate level…and putting it to good use.) About 25 years ago, I purchased some land adjacent to my church, and I was determined to find a smart way for us to put it to good use. Since then, I’ve given that land to my church, and we’ve partnered with Volunteers of America Western Washington to build a vibrant new hub of multigenerational and multicultural services that will serve thousands of people in our region — all powered by $5 million in seed money from me to help make it happen. And now, thanks to caring citizens, forward-thinking civic leaders, and generous grants from local foundations, corporations, and government programs, this $25M project is 95% paid for, and a 40,000-square-foot, LEED Gold Certified building is nearly built. This November, the Lynnwood Neighborhood Center will open its doors. Inside, our neighbors will find preschool classrooms, a Boys and Girls Club, a teen room, a multipurpose gym, adult day care for seniors with memory issues, medical and dental clinics, a behavioral health center, a teaching kitchen and café, housing and employment support, a tech center, low-cost meeting and event spaces for struggling nonprofits, and a multigenerational “piazza” where we can all come together as a community. “Vicarious consumption?” Yes, what a fun, gratifying — and these days, almost subversive — way to be wealthy. I’m so happy to help create this community hub, which is destined to give our community’s love traction long after those of us who built it are gone. While I may be the public face of this project, it couldn’t have happened without my 100 mission-driven colleagues at Rick Steves’ Europe — and travelers like you who enjoy our tours and guidebooks. I recently gave my staff a tour of the construction site, and thanks to this five-minute video, you can put on your own virtual hard hat and come along. As you join us, think about the power of neighbors coming together with the support of local businesses and caring civic leaders to turn dreams like this into joyful reality — and if, like me, you happen to have more money than you need to be happy…think of a creative way to steal this idea.

Rick Steves

70,941 görüntüleme • 1 yıl önce

10 drives in with FSD v14.1 and here are all my thoughts. First of all- wow. Zero disengagements or interventions thus far. The confidence and overall human like driving is next level. The steering inputs are so smooth, braking inputs are earlier and more linear than before. It gives off Robotaxi vibes with how it navigates parking lots, plus how it drives and how quickly it backs into a parking spot. Such a nice experience to ride along with it. Seeing FSD now navigate parking garages is so cool. When you enter it waits for the arm to open after you get your ticket, proceeds in and finds a parking space. When you leave it does the same thing, gets close to the ticket stand and then proceeds. Really fascinating to see in person. It really sometimes feels like FSD can now read signs in the garage to guide it to the exit. Brought it to the back corner of a garage and it found its way out. Hurry mode is awesome, quick and more assertive than before, while also being smoother with less unnecessary lane changes. Sloth mode is what you’d expect- exact speed limit and gentle driving. Icons are cool and easy to change. When you start FSD from park, there’s no delay. It starts right away and leaves in a split second. Really good improvement. I love being able to select the Arrival Options if I am parking curbside or in a charger, it also automatically chooses depending on where you navigate to. It perfectly parks at Superchargers, tried it at the Tesla Diner and at the Santa Monica supercharger and both times it was excellent. Always centered in the lines and it parks better and quicker than the majority of humans do. Only thing so far to note is one instance of slight braking when going around a bus blocking a lane, was probably not even 1/2 of a second and dropped 1-2mph but felt it. Super super minor. Had FSD v14 move over for construction, a loose cone on a dark road, and obey a worker holding a stop sign. All of them were smooth and felt human like or better. It pulls in and out of my driveway great, doesn’t hesitate at all as well as when at chargers. Everything has a quicker response time. Curbside is cool too as it pulls right up against the curb perfectly in a parking spot. This release now means now 100% of your driving can now be done on FSD. From your driveway into a parking garage. Elon was right when he said it would feel sentient, and this isn’t even v14.2 yet. The Tesla AI team COOKED with this update. It’s phenomenal. Huge congrats to them for such an epic release. This is a HUGE update and I can’t wait to drive it more. It’s now 5am so I’m going to attempt to get some sleep, but tons more driving and videos coming later today as soon as I can. Thanks everyone for following along.
1:17

10 drives in with FSD v14.1 and here are all my thoughts. First of all- wow. Zero disengagements or interventions thus far. The confidence and overall human like driving is next level. The steering inputs are so smooth, braking inputs are earlier and more linear than before. It gives off Robotaxi vibes with how it navigates parking lots, plus how it drives and how quickly it backs into a parking spot. Such a nice experience to ride along with it. Seeing FSD now navigate parking garages is so cool. When you enter it waits for the arm to open after you get your ticket, proceeds in and finds a parking space. When you leave it does the same thing, gets close to the ticket stand and then proceeds. Really fascinating to see in person. It really sometimes feels like FSD can now read signs in the garage to guide it to the exit. Brought it to the back corner of a garage and it found its way out. Hurry mode is awesome, quick and more assertive than before, while also being smoother with less unnecessary lane changes. Sloth mode is what you’d expect- exact speed limit and gentle driving. Icons are cool and easy to change. When you start FSD from park, there’s no delay. It starts right away and leaves in a split second. Really good improvement. I love being able to select the Arrival Options if I am parking curbside or in a charger, it also automatically chooses depending on where you navigate to. It perfectly parks at Superchargers, tried it at the Tesla Diner and at the Santa Monica supercharger and both times it was excellent. Always centered in the lines and it parks better and quicker than the majority of humans do. Only thing so far to note is one instance of slight braking when going around a bus blocking a lane, was probably not even 1/2 of a second and dropped 1-2mph but felt it. Super super minor. Had FSD v14 move over for construction, a loose cone on a dark road, and obey a worker holding a stop sign. All of them were smooth and felt human like or better. It pulls in and out of my driveway great, doesn’t hesitate at all as well as when at chargers. Everything has a quicker response time. Curbside is cool too as it pulls right up against the curb perfectly in a parking spot. This release now means now 100% of your driving can now be done on FSD. From your driveway into a parking garage. Elon was right when he said it would feel sentient, and this isn’t even v14.2 yet. The Tesla AI team COOKED with this update. It’s phenomenal. Huge congrats to them for such an epic release. This is a HUGE update and I can’t wait to drive it more. It’s now 5am so I’m going to attempt to get some sleep, but tons more driving and videos coming later today as soon as I can. Thanks everyone for following along.

Zack

12,289,589 görüntüleme • 10 ay önce

In 2025 I created an Arbitrage Bot for Kalshi Polymarket Opinion The results were actually quite surprising I will share how much I've been able to make using the bot at the end of the thread! But first, how does it even work? 1. The Strategy A lot of the viral trading bots on X for Prediction Markets are trying to trade just within Polymarket, mostly on highly volatile markets. Buying quickly / selling quickly, this works great if you’re a VC with an infinite budget for development and the fastest infrastructure positioned right next to Polymarkets servers, but doesn't work great for regular traders. I knew building a bot here is like trying to out sprint Usain Bolt wearing flip flops So instead if i wanted to make a bot it would have to be doing something I haven't seen anyone else do So after engaging 100% of my brain I remembered how I'd seen many of the same markets when browsing Kalshi that I'd previously seen on Polymarket. If the odds were different I'd actually be able to arbitrage the two platforms. After checking 20 or so pairs I found a few examples where the odds were different, proving my theory. So i started building 2. The Bot I began crafting an algorithm that collects all the Polymarket, Kalshi & Opinion markets and identifies any that are the same. In total that's over 6,000,000 markets, billions of potential combinations, from that i found around 6,000 that match. A lot of markets have the same title, but slight differences in the rules that means an arbitrage is not possible. For example ‘Will Trump meet XYZ person before ABC date’ - many of these exist between Poly Kalshi but Kalshi defines ‘meeting’ as online, or in real life, whilst Polymarket defines it strictly as in real life. To verify the matches I first used an algorithm that sees if the titles / rules are similar, then I feed every one of those potential pairs into an LLM that is prompted to approve / reject the potential match. This part sounds like it should be easy, but the LLMs were all so inconsistent. I’d pass the same market 10 times and it would reject it twice and approve it eight times. After a lot of prompt engineering I finally got it to a stage where it's at least 99% accurate. The bot then recreates locally all the orderbooks for the matched markets and looks for any pairs with YES + NO values of < $1 & calculate how much you can profitably buy of each side ( your EV ) 3. An Example ‘SpaceX IPO Closing Market Cap? 900B to 1T' This market exists on both Poly & Opinion, but right now the odds are different. YES / NO 4% / 97% - Polymarket 10% / 92% - Opinion Lets say you told the bot you wanted to trade $100 You’d split it $3.85 into Polymarket YES for 104.743 Shares $96.15 into Opinion NO for 104.743 Shares You spent $100, and you got 104.7 shares of each side And because 1 YES + 1 NO = $1 ( when the markets are identical ) Your expected profit is $4.7, because: value ( 104.7 shares * $1 ) - cost ( $100 ) = profit ( 4.7 Shares / $4.7 ) Then once the odds rebalance, usually a few days to a week, you can sell both sides and use the principal + the profit to take another arbitrage $100 isn't much, but imagine if you did $1000, or $10,000 every few days. Since creating the bot it has been finding around $350,000 in arbitrages from over 5,000 matching market pairs every month. That's more than I could ever take my self Assuming an average of 4% per arb (often more), It would take over $8,750,000 deployed to capture them all simultaneously That's why I initially shared the bot with some sharp sportsbook bettors for commission on their trades, eventually making it a public version that's on AlertPilot for anyone to use. 4. The Longevity Will this work forever? No, eventually a VC will come and eat our free lunch, it will become more competitive and the spreads wont be as high as they are now (+10% at times). My mantra here is just to make the most of it whilst I can, and release consistent updates so that it remains competitive against the competition. I already have a head start in that regard. I will say over the last 3 months of using the bot myself, plus adding traders / syndicates to the platform to trade as well, the amount of Arbitrages found has only increased. In large part no doubt to the huge increase in volume on PM’s, especially Opinion where many of the more profitable arbitrages have been. 5. The Profit So how much did I make? I started with a bankroll of $1,000 as I was skeptical initially how well the bot would work, first week I was able to close two 5% arbs. I then increased my bank roll and started sharing the bot with other traders. Since then I've been averaging five figures every month from my own trades + commissions. Anywhere between 12% to 20% per month in closed arbs, personally. To anyone reading this that wants to arbitraging these markets, i've released a version of the bot on AlertPilot! And for any VCs or betting syndicate that wants to trade these markets, my DMs are open. Aspiring trading bot makers, there is money out there if you can be creative in your strategies Have lots of plans for AlertPilot + the Arbitrage bot going into 2026. Happy new year everybody!
0:21

In 2025 I created an Arbitrage Bot for Kalshi Polymarket Opinion The results were actually quite surprising I will share how much I've been able to make using the bot at the end of the thread! But first, how does it even work? 1. The Strategy A lot of the viral trading bots on X for Prediction Markets are trying to trade just within Polymarket, mostly on highly volatile markets. Buying quickly / selling quickly, this works great if you’re a VC with an infinite budget for development and the fastest infrastructure positioned right next to Polymarkets servers, but doesn't work great for regular traders. I knew building a bot here is like trying to out sprint Usain Bolt wearing flip flops So instead if i wanted to make a bot it would have to be doing something I haven't seen anyone else do So after engaging 100% of my brain I remembered how I'd seen many of the same markets when browsing Kalshi that I'd previously seen on Polymarket. If the odds were different I'd actually be able to arbitrage the two platforms. After checking 20 or so pairs I found a few examples where the odds were different, proving my theory. So i started building 2. The Bot I began crafting an algorithm that collects all the Polymarket, Kalshi & Opinion markets and identifies any that are the same. In total that's over 6,000,000 markets, billions of potential combinations, from that i found around 6,000 that match. A lot of markets have the same title, but slight differences in the rules that means an arbitrage is not possible. For example ‘Will Trump meet XYZ person before ABC date’ - many of these exist between Poly Kalshi but Kalshi defines ‘meeting’ as online, or in real life, whilst Polymarket defines it strictly as in real life. To verify the matches I first used an algorithm that sees if the titles / rules are similar, then I feed every one of those potential pairs into an LLM that is prompted to approve / reject the potential match. This part sounds like it should be easy, but the LLMs were all so inconsistent. I’d pass the same market 10 times and it would reject it twice and approve it eight times. After a lot of prompt engineering I finally got it to a stage where it's at least 99% accurate. The bot then recreates locally all the orderbooks for the matched markets and looks for any pairs with YES + NO values of < $1 & calculate how much you can profitably buy of each side ( your EV ) 3. An Example ‘SpaceX IPO Closing Market Cap? 900B to 1T' This market exists on both Poly & Opinion, but right now the odds are different. YES / NO 4% / 97% - Polymarket 10% / 92% - Opinion Lets say you told the bot you wanted to trade $100 You’d split it $3.85 into Polymarket YES for 104.743 Shares $96.15 into Opinion NO for 104.743 Shares You spent $100, and you got 104.7 shares of each side And because 1 YES + 1 NO = $1 ( when the markets are identical ) Your expected profit is $4.7, because: value ( 104.7 shares * $1 ) - cost ( $100 ) = profit ( 4.7 Shares / $4.7 ) Then once the odds rebalance, usually a few days to a week, you can sell both sides and use the principal + the profit to take another arbitrage $100 isn't much, but imagine if you did $1000, or $10,000 every few days. Since creating the bot it has been finding around $350,000 in arbitrages from over 5,000 matching market pairs every month. That's more than I could ever take my self Assuming an average of 4% per arb (often more), It would take over $8,750,000 deployed to capture them all simultaneously That's why I initially shared the bot with some sharp sportsbook bettors for commission on their trades, eventually making it a public version that's on AlertPilot for anyone to use. 4. The Longevity Will this work forever? No, eventually a VC will come and eat our free lunch, it will become more competitive and the spreads wont be as high as they are now (+10% at times). My mantra here is just to make the most of it whilst I can, and release consistent updates so that it remains competitive against the competition. I already have a head start in that regard. I will say over the last 3 months of using the bot myself, plus adding traders / syndicates to the platform to trade as well, the amount of Arbitrages found has only increased. In large part no doubt to the huge increase in volume on PM’s, especially Opinion where many of the more profitable arbitrages have been. 5. The Profit So how much did I make? I started with a bankroll of $1,000 as I was skeptical initially how well the bot would work, first week I was able to close two 5% arbs. I then increased my bank roll and started sharing the bot with other traders. Since then I've been averaging five figures every month from my own trades + commissions. Anywhere between 12% to 20% per month in closed arbs, personally. To anyone reading this that wants to arbitraging these markets, i've released a version of the bot on AlertPilot! And for any VCs or betting syndicate that wants to trade these markets, my DMs are open. Aspiring trading bot makers, there is money out there if you can be creative in your strategies Have lots of plans for AlertPilot + the Arbitrage bot going into 2026. Happy new year everybody!

SecureZero 

13,658 görüntüleme • 7 ay önce

Here's why $NEAR is a no-brainer in 2025 👇 Everybody loves NEAR Protocol and there is a reason for that (or many). Near is well-positioned to be one of the leading blockchain ecosystems this year. Let’s explore the “whys”. TIMESTAMPS Quick Bio – 00:00:15 Inflation Reduction Proposal – 00:00:43 Technically Speaking – 00:02:40 Near Intents – 00:03:37 Chain Signatures and AI – 00:04:39 Decentralization and DeFi – 00:05:59 I have my Near account since March 2023, but it has been inactive for a while, as I was focused on other stuff. However, the recent inflation halving proposal by HOT DAO (HOT Protocol 🔥) and LiNEAR (LiNEAR Protocol) brought my eyes back to the project and I really like what I’m seeing. So, here’s my first point. If this proposal passes, NEAR could lead the way in what appears to be a market trend of improving the tokenomics, as more and more experts realize holders have been overpaying for these networks' security, with a too high supply inflation. Solana tried something similar, but the proposal was rejected. In my opinion, validators voting favorably to that show a commitment to the chain for the long term. On the other hand, voting against it signals a short-term vision focused on milking the emissions as much as possible, at the ecosystem’s expense. The voting currently goes with 28% “YEA” votes, needing 66.76% to pass. Most of the validators who already cast their votes went with the yes. 2pilot, avb, openshards, qbit, sicmundus, fox, and intear are, so far, the only seven who voted “NAY”. This proposal has the vocal support of most influential figures in the Near ecosystem, including the Near Foundation (NEAR Foundation), led by Illia (root.near) (🇺🇦, ⋈), which makes me believe it will pass and show the power of the halving in getting the market’s attention and presenting a huge investment asymmetry for the native token right now. Is this everything I like about NEAR? Definitely not. This is just what got me looking at it again, just to discover a (very much) thriving ecosystem, full of interesting things happening at the same time. I’ll mention a few, but there is (much) more. Technically speaking, Near is a high-performance blockchain, with really low fees and one of the fastest finalities, with 600ms block time and approximately 1.8s finality. It also has my favorite architecture for internet-scale scalability, using sharding, while keeping a high decentralization standard. As a learning programmer, Near also has one of the best dev experiences (in my limited opinion). The documentation is clear, has a logical journey, presenting from the basic anatomy in details to more complex SDKs and tools. I’m also in love with the near-cli-rs. A command line interface program written in Rust for seamless interaction with the Near blockchain. Allowing wallet creation, chain query, sending transactions, staking, smart contract calls, and more. Near Intents. This was the second thing to get my attention, while studying the project again, and it sets a whole new standard for blockchain interactions, especially cross-chain. Basically, users can declare an intention (for example, swap Ethereum-USDT to Bitcoin) and a network of solvers, running on Near, will find the best path to accomplish this task. We recently saw an impressive 465k-worth swap happening in exactly this example, paying 0.55% of trading fees to thorswap.near and swapkit.near. According to a Dune Dashboard, the protocol accumulates nearly $400 million in volume since its launch not long ago, in November 2024. *obs.: half this volume was achieved in the last month. Massive! Near Intents is possible due to two other very interesting things: (i) Chain abstraction, and (ii) a solid AI infrastructure. Chain abstraction (via Chain Signatures) is a powerful interoperability feature, allowing Near to friendly connect different blockchains as if they were part of a single network. Users and devs benefit from wallet, address, fees, and cross-chain bridges abstractions - not even noticing they are interacting with multiple chains. One wallet that powers everything. Powered by Near. On AI, Near is just built differently. Not for the hype, but for the solution. The team has been looking for AI solutions much before the ChatGPT fever. Actually, they started as an AI company, pivoting to blockchain later. So, being one of the most promising networks for the growing AI economy was just the natural path to follow. There is an extensive and super complete research piece on that topic, recently published by Reflexivity Research (Reflexivity Research) on July 1st. It presents Near as an AI-optimized blockchain, covering AITP, Shade Agents, x402, Near Intents, and more. Definitely worth the reading. Wrapping up this content with one more aspect that really matters to me is how Near remains truthful to decentralization, data ownership, censorship-resistance and open-source primitives that have been increasingly abandoned by other key players. A simple example of that is how the Near Foundation decided to deprecate its public APIs, encouraging the surge of a more decentralized and competitive market of SaaS projects, with a highlight to Lava Network, that recently appeared in my timeline talking about that. DeFi is also huge on Near, leveraging all the previous properties I mentioned, creating a truly decentralized liquidity pool via Rhea Finance, connected with other chains like BTC, Ethereum, ZCash, and more. All that contributes to Near having the second-largest monthly active addresses, with nearly 50 million, only losing to Solana’s nearly 90 million. In the meantime, NEAR, the token, is not even at the 30rd position by market cap. Crazy stuff. To (finally) wrap it up, I also want to mention Near’s consensus decentralization. While having a low node-count, the network has a Nakamoto Coefficient of 11, which is not bad at all. Surely, there is still room for improvement, which is possible as becoming a validator is accessible staking and hardware-wise. If you liked this content, make sure to click the like bottom and share it around. Follow me on X or subscribe to my YouTube channel, both at vinibarbosabr. See ya!
7:52

Here's why $NEAR is a no-brainer in 2025 👇 Everybody loves NEAR Protocol and there is a reason for that (or many). Near is well-positioned to be one of the leading blockchain ecosystems this year. Let’s explore the “whys”. TIMESTAMPS Quick Bio – 00:00:15 Inflation Reduction Proposal – 00:00:43 Technically Speaking – 00:02:40 Near Intents – 00:03:37 Chain Signatures and AI – 00:04:39 Decentralization and DeFi – 00:05:59 I have my Near account since March 2023, but it has been inactive for a while, as I was focused on other stuff. However, the recent inflation halving proposal by HOT DAO (HOT Protocol 🔥) and LiNEAR (LiNEAR Protocol) brought my eyes back to the project and I really like what I’m seeing. So, here’s my first point. If this proposal passes, NEAR could lead the way in what appears to be a market trend of improving the tokenomics, as more and more experts realize holders have been overpaying for these networks' security, with a too high supply inflation. Solana tried something similar, but the proposal was rejected. In my opinion, validators voting favorably to that show a commitment to the chain for the long term. On the other hand, voting against it signals a short-term vision focused on milking the emissions as much as possible, at the ecosystem’s expense. The voting currently goes with 28% “YEA” votes, needing 66.76% to pass. Most of the validators who already cast their votes went with the yes. 2pilot, avb, openshards, qbit, sicmundus, fox, and intear are, so far, the only seven who voted “NAY”. This proposal has the vocal support of most influential figures in the Near ecosystem, including the Near Foundation (NEAR Foundation), led by Illia (root.near) (🇺🇦, ⋈), which makes me believe it will pass and show the power of the halving in getting the market’s attention and presenting a huge investment asymmetry for the native token right now. Is this everything I like about NEAR? Definitely not. This is just what got me looking at it again, just to discover a (very much) thriving ecosystem, full of interesting things happening at the same time. I’ll mention a few, but there is (much) more. Technically speaking, Near is a high-performance blockchain, with really low fees and one of the fastest finalities, with 600ms block time and approximately 1.8s finality. It also has my favorite architecture for internet-scale scalability, using sharding, while keeping a high decentralization standard. As a learning programmer, Near also has one of the best dev experiences (in my limited opinion). The documentation is clear, has a logical journey, presenting from the basic anatomy in details to more complex SDKs and tools. I’m also in love with the near-cli-rs. A command line interface program written in Rust for seamless interaction with the Near blockchain. Allowing wallet creation, chain query, sending transactions, staking, smart contract calls, and more. Near Intents. This was the second thing to get my attention, while studying the project again, and it sets a whole new standard for blockchain interactions, especially cross-chain. Basically, users can declare an intention (for example, swap Ethereum-USDT to Bitcoin) and a network of solvers, running on Near, will find the best path to accomplish this task. We recently saw an impressive 465k-worth swap happening in exactly this example, paying 0.55% of trading fees to thorswap.near and swapkit.near. According to a Dune Dashboard, the protocol accumulates nearly $400 million in volume since its launch not long ago, in November 2024. *obs.: half this volume was achieved in the last month. Massive! Near Intents is possible due to two other very interesting things: (i) Chain abstraction, and (ii) a solid AI infrastructure. Chain abstraction (via Chain Signatures) is a powerful interoperability feature, allowing Near to friendly connect different blockchains as if they were part of a single network. Users and devs benefit from wallet, address, fees, and cross-chain bridges abstractions - not even noticing they are interacting with multiple chains. One wallet that powers everything. Powered by Near. On AI, Near is just built differently. Not for the hype, but for the solution. The team has been looking for AI solutions much before the ChatGPT fever. Actually, they started as an AI company, pivoting to blockchain later. So, being one of the most promising networks for the growing AI economy was just the natural path to follow. There is an extensive and super complete research piece on that topic, recently published by Reflexivity Research (Reflexivity Research) on July 1st. It presents Near as an AI-optimized blockchain, covering AITP, Shade Agents, x402, Near Intents, and more. Definitely worth the reading. Wrapping up this content with one more aspect that really matters to me is how Near remains truthful to decentralization, data ownership, censorship-resistance and open-source primitives that have been increasingly abandoned by other key players. A simple example of that is how the Near Foundation decided to deprecate its public APIs, encouraging the surge of a more decentralized and competitive market of SaaS projects, with a highlight to Lava Network, that recently appeared in my timeline talking about that. DeFi is also huge on Near, leveraging all the previous properties I mentioned, creating a truly decentralized liquidity pool via Rhea Finance, connected with other chains like BTC, Ethereum, ZCash, and more. All that contributes to Near having the second-largest monthly active addresses, with nearly 50 million, only losing to Solana’s nearly 90 million. In the meantime, NEAR, the token, is not even at the 30rd position by market cap. Crazy stuff. To (finally) wrap it up, I also want to mention Near’s consensus decentralization. While having a low node-count, the network has a Nakamoto Coefficient of 11, which is not bad at all. Surely, there is still room for improvement, which is possible as becoming a validator is accessible staking and hardware-wise. If you liked this content, make sure to click the like bottom and share it around. Follow me on X or subscribe to my YouTube channel, both at vinibarbosabr. See ya!

Vini B |「 thecoding 」

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