STOP vibe coding Flappy Bird or Snake clones. AI... gamedev tools are EASIER than ever to use. So start building your dream game NOW. I made a point & click pirate adventure game: → 3D rigged characters → Level editor + Hotspots → Voice acting → Inventory No Unity. No Unreal. All vibe coded. Tools: → GPT 5.2 + GPT 5.3-Codex → Opus 4.6 → Nano Banana Pro → Elevenlabs → Seedance + Hailuo image-to-video → Three.js and Capacitor I've been posting my journey on X. You don't need to spend ages. All this was done during spare pockets of time. Just experiment. Keep trying new things.show more

seedance 2.0 + my v2 AI UGC prompting system... is giving insane results i spent the last 24 hours generating over 200 seedance 2.0 videos to figure out the best prompting framework system for AI UGC this video was made with 1 prompt and 1 tool, no editing was done to the video this was just a prompt to a video this is by far the best model i've ever used and the craziest part is that it can be fully automated this is the first time we can actually automate high quality ai ugc at this level bytedance owns tiktok so this model is trained on millions of high quality ugc videos. you just need to know how to extract that and call it in your prompt. we are so early... it's insaneshow more

BREAKING: Anthropic just dropped Opus 4.8—and it is a... MONSTER We've been testing for about a week Every 🪨 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 🪨:show more

🧑‍🚀 Day 4 of the Cursor #vibejam Proudly sponsored... by Cursor + bolt.new + GLIF So the new sponsor is GLIF: Glif is like Claude Code for AI videos and content generation: you can build launch videos for your game, explore asset styles with 100+ AI models/tools and train it on your favorite workflows via skills! Use it to make trailers, game assets, promo videos and more for your Vibe Jam submission! Tomorrow fabian from Glif will share more to help you create promotion materials for your games! Because it'd be cool if after the Vibe Jam your games will take off and become actual games Again browsing the #vibejam tag on X today and there's so many people building cool, cute and fun games so it was hard, but I picked my favorite 4 ones from today: - A literal 🪰 "fly" simulator, not flight simulator 😂 by Gabriel - What looks like a multiplayer Roman combat simulator by Tim Trussner - LeBeau Motel (another?) Habbo Hotel remix by Vincent - Roomba Wars by Thijs which is descriptive enough to not need an explanation 😁 Reply in this thread with updates on your current games to share your progress! Do you want to participate? You can still start now and submit your game any time before May 1! There's $35,000 in prizes you can win, see threads below for more info!show more

🕹️ Day 3 of the Cursor #vibejam Proudly sponsored... by Cursor + bolt.new + GLIF (Glif joined as a new sponsor and I'll tell you more tomorrow about how they will help your games!) It took a bit but things are finally starting to heat up! Here's some amazing games I saw today (in the videos): - unnamed by Danny Limanseta - Risefall RPG by Vicki Petrova - Vibe Theft Auto by oldfeet - unnamed by Kieran Smith Reply in this thread with updates on your current games to share your progress! I'll keep reposting all your updates during the Vibe Jam. The quality looks a lot higher than last year, AI models have come a long way and it's easier to build something that looks good and is playable! But you still need creativity and I see a lot of creative things in my timeline: Wanna participate? Can submit any time before May 1, so if you want to start tomorrow that's fine too! There's $35,000 in prizes you can win, see thread below for more info!show more

After 3 incredible years and 1.6M students later, my... journey at ALX Africa has come to an end. It has been a life-changing experience, during which I made a lot of friends, worked with an incredibly dedicated team, and met so many talented students. A few numbers. We scaled from a few thousand students to 1.6M students on our platform. Students loved it and many of them took more than one course: 4M total! For the famous #ALX_SE Software engineering program, our SE students made an average of 2,000 commits and our checker reviewed 180M of their projects. That’s 2B lines of code… and that was before Claude Code. They actually wrote these themselves (unless Kimba said otherwise :) A big thank you to all my SE team mates, I am so proud of what we have accomplished, and I will really miss you all. Thank you to Fred for the trust he put in me and always supporting my crazy new and disruptive ideas. Thank you to my students. It was an honor to work with you, watch you struggle but relentlessly move forward, no matter what, until you got this job. To those who are still struggling finding this job, keep pushing forward. Don’t let go. You got this. You all have worked so hard and I am so proud of you. You are the greatest thing I've ever been part of and I can't wait to see what impact you will have on the world. It’s your turn to shine now, and hopefully for some of you to give back to the community whenever you are in a position to. I hope you’ll keep sharing the good news with me when you get this internship, this job, or when you launch your company. These messages are everything to me. In any case, I’ll be watching you from afar, and you can count on me to continue answering all your LinkedIn and X messages. Can’t conclude without ALX Africa’s signature: continue to “Do Hard Things”. Remember who you are, where you are coming from, and where you set out to go. I’ll see you there soon. With love. J PS: Want to know what's next for me? Drop your email here:show more

HTML Artifacts are a big part of how I... work with agents now. Artifacts can be more than just static files. When combined with agents, they can take action or help you take action. This unlocks all kinds of interesting ways to work with agents. This is clearly the future. Check out this writing and scheduler artifact I built in a few minutes. It uses a bit of HTML and JS. All the data is in markdown (Obsidian vaults), so the agent can access and modify it at any time. No DB needed. No sophisticated functionalities. The agent decides all that for me based on the skills, context, and memory it has access to. The best part about this simple stack is that all the important information stays with me. This has allowed me to build a recursive self-improving system and automations that can better tap into coding agents like Codex or Claude Code. I could have paid or built an entire app for scheduling posts, and there are so many of them out there. But I don't need to. I've realized a simple artifact does the job. And the simplicity of it is actually an advantage. Very little maintenance for very high returns on personalization, time, and efficiency. The other benefit of this is that I can add features as I please. That level of personalization feels magical, and we should all be pursuing more of it. All of this just keeps compounding. Of course, this example is just about writing. But I have similar artifacts for research, design, experimentation, evaluation, and so much more. And no, I didn't actually publish the post example I shared in the clip. It was just for demonstration purposes. I actually spend more time than this when writing together with agents. Lastly, having built my own agent orchestrator tool has made me realize that simplifying the tool stack is a superpower. If you are curious about how all this works, I will do a live session next week:show more

🚨 JUST IN: THIS FREE TOOL JUST REPLACED FOUR... AI IMAGE AND VIDEO SUBSCRIPTIONS AT ONCE. Midjourney. Krea. Higgsfield. Openart. One repo. 200+ models. Zero dollars a month. Here is what it actually does. It is a full image and video studio that runs in your browser or as a desktop app. Text to image, image to image, text to video, image to video, lip sync, cinema mode with real camera controls. All of it. 4,500 people already starred this. What you get for free: → 50+ image models including Flux, Midjourney v7, Ideogram, GPT-4o, Seedream → 60+ video models including Kling, Sora, Veo, Runway, Wan, Hailuo → lip sync studio with 9 dedicated models. upload a portrait and audio and it talks → cinema studio with real camera controls. lens, focal length, aperture, film stock → feed up to 14 reference images into one generation → self-hosted. your data never leaves your machine The crazy part is there is also a hosted version that needs zero setup. Just open the link and start generating. Now the math. Midjourney Standard: $30/month Krea AI Pro: $30/month Higgsfield Plus: $49/month Openart AI: $15/month That is $124 a month. $1,488 a year. This repo does everything all four do. With more models than any of them. For free. Forever. No subscription. No vendor lock-in. MIT licensed. Download it in one click on Mac or Windows. Someone should have told me about this sooner. I feel like an idiot. ( save this )show more

Building a personal knowledge base for my agents is... increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.show more

I've been working in silence for quite a while... now. Tbh, I don't really even know where to start, so cue the rambling and ranting. Regardless of which side of the fence you sit on, no one can argue the past few years haven't been politically and economically wild. For crypto as a whole it feels like a never ending game of tug of war. A lot of X content has become toxic, so I just largely am not interacting these days. But I read, I read a lot of it. I think we like to forget history a bit in this community. $PLS launched off the highs, and the SEC swooped in right after. Very few people want to admit it, but it shook confidence immediately. I mean no other crypto project has survived such a thing at the time. But #PLS $PLSX and $HEX did. However, winning doesn't unshake that confidence. And RH during and after that event took social precautions to protect himself and his creations. Thing is, the guy isn't stupid. Someone once asked me if I thought certain aspects of the launch we rushed because he knew it was coming? And honestly, maybe. I'd attribute at least a non-zero probability to it. And If that were the case, im glad it was rushed. That case may have gone differently otherwise. Do I still think #PulseChain, #HEX, etc... all have futures? Yes. RH has had the opportunity to just straight up bounce from all of this. Why hasn't he? You could point to exhibit A, B, C, D, etc... of how he's likely got the funds to do that and we all could relatively do nothing about it. So why is he still around? I think it's pretty simple. The usual answer, he wants to win. It's in his twitter handle for Christs sakes. I'll go a step further and say he likely also wants us to win by extension, arguably not as much as he wins, but I mean that's pretty locked in at the moment 🤣 That's not to say he hasn't long been encumbered. And in that state, at lot has gone on without him. Much of which is / was bad. $pDAI guys... I pointed out from day one how building all this around a protocol in a dangerous state was a risky move. And I was right about that.... on multiple occasions... But does that matter now? I suppose not as much. In its current state, it's seemingly no longer exploitable. No different than a meme token now. (presumably, not like I have deep dove on any further risks since ESM). So I guess just whale risk mainly now? Now a lot of people here are in the anti-pdai camp. Me too for what it's worth. But I don't care as much about it's negative anymore in its current state. A lot of people are still in the #pDAI camp strongly. We view this as tribalism, but it's important to note that makes all of us in the #PulseChain camp universally. So these day I find myself relatively pDAI neutral. If you guys want to send it to $1 do it. Only whales can stop you, they run out eventually. (insert super strong this is NOT financial advice). Hell you can maybe even use Sigma to help? Or maybe it wont help, idk. Depends on how people use the software. Conversely, when looking at chain state overall... Why is there nearly $50M in stables sitting on the sidelines. Why not just bridge it out if you want out of what you think is a dead chain. Surely leaving it there exposes you to bridge risk? Why all these yield movements, why the $HEX dusts.... Something is happening. People are seemingly waiting to see what that something is. Or I am reading into things, NFA as always. This whole post is just ramblings of someone trying to do the best they can and certainly not any kind of advice. When I look at other ecosystems, I see a level of polish we don't have. I see tooling we don't have, I see a fostered developer environment we don't have. So I've just been building it, painstakingly.... Because someone has to if we want to be taken seriously. And what I've been building has allowed me to get Sigma to where it is. Sigma is so close... Really just in UI mode, performance optimization, going through nice to haves. I don't believe in launching in a non-finished immutable state. So yeah, I take my time. As with everything. But my point with all of this, and the "why" #Sigma question.... It's unifying, anyone can participate. Which tribe you're in doesn't matter. And if you don't like it, don't use it. It's just software you can use or not use. As it should be. The years of tooling work to deliver this has been a lot of work for one guy in silence. In that time AI has appeared. My take, every dev should be using it. Given the right direction and context. It will make you better. If you blindly trust it, it will make you worse. GPT 5.4 audits smart contracts better than most auditing services. Especially if you give it the context of what you are trying to do. Anyways I digress, testnet is soon. Soon more meaning a feeling of near completion not always reality. That how software is. I do think Sigma stands to unify the chain in a common goal, and shift liquidity into more meaningful places, but ultimately it up to the people the decide to use the software or not use it. And after these frameworks I've built will be applied to what I am tentatively calling the universal hex UI. More or less something aggregative of every derivative I can reasonably support. With data and analytics we since lost. So not just $HEX, $HDRN, and $ICSA, but others as well. However, that depends on some aspect of $Sigma to exist first, so sigma first, chain unity first. And last but not least, take care of yourselves and strive to do cool things. If we aren't doing cool things then what's the point? Hope you think my UI looks good, I spent a while on it. /rantshow more

I'm not posting about $RIO every day. Firstly, because... I have better things to do. X is a very toxic environment, and I don't want to spend too much time here. Then, because no one pays me and I am not a financial advisor and I am not trying to make a business of my X account. I am just sharing my conviction and trying to help a few understand the potential of #RWA and, more particularly $RIO Does it mean my conviction changed, and I sold my $RIO? ➡️ No $RIO is still my biggest bet for this cycle and the next one. Am I carelessly sleeping on my investment ➡️ No I follow progress and opportunities closely and regularly reassess them. I am firmly convinced that Realio's timing will coincide with the bull market, creating the potential for an explosive move. Am I 100% happy with how $RIO evolved ➡️ No - The rebuild of the investment platform took a long time - I wish $RIO was only "native" on DEX's, making it easier for everyone to handle and stake without having to use bridges and extra layers of complexity - I wish the team didn't wait for everything to be built to start communicating, bringing awareness and sharing partnerships That said, Realio V2 platform, Freehold Wallet and Districts are all launching in Q1 (less than 6 weeks) I am convinced patience will be rewarded. $RIO is a billion MC project (x50), and it will soon be evidence 🗽show more

PERSONAL NEWS: This year was the 12th year of... going to the Hangar to get footage. I took 135 videos during the last preseason. They were viewed 1.1 million times. In 2025 I branched out and went to places such as Dandenong, Sunbury, Craigieburn, Greenvale and Werribee to film the most exciting juniors in the state. But working full-time I’ve now reached a point where something has to give. So I would like to invite you to support my new Patreon. Bomber training videos will remain here on X. But there’ll just be some extra ones on Patreon. Also on Patreon will be videos of Essendon VFL, Essendon-tied juniors, and a little of Coates League. They will be high quality 4k videos. Additionally, I feel with 30 years experience in journalism it’s time to put my interviewing skills to use: so I’ll be doing Essendon-related interviews on Patreon. Right now with no Essendon training, there’s about 60 videos on the site that are draft clips because it’s that time of the year: video of the likes of Duursma and Robey. No pressure to join the Patreon. Like I said, the bulk of the training vids will stay on X. But for those able to follow my journey on this new platform, I offer my thanks in advance. PS: joining via web browser or Android is cheaper than IOS.show more

CHENGDU TRIP REPORT: First-hand observations did confirm that infrastructure... and technology advancements in China are moving at an extreme rate. What we noticed in Chengdu: 1) Big clean subways comparable to Seoul or Tokyo, 2) Ruler-level super-wide roads and highways, 3) Alipay has revolutionized buying stuff and is way easier than say the Korean cashless systems, 4) Air pollution was not really a noticeable thing, 5) Overall, things are just built smart and pragmatically for widespread use by the common people. As far as social technology, same fun and safe vibe as elsewhere across East Asia, thanks to thousands of years of Confucian social science on how to cultivate good people and harmonious society. Regarding Alipay/WeChat: This was the only truly shocking thing, as I had not read reports covering the full implications of this. It really changes everything. Now we don’t need lines, menus, verbal orders, credit cards, kiosks, account numbers, wires, or receipts. That whole annoying process just got annihilated, and this all seems to have happened since my 2018 trip to Shanghai!? For everything you just scan your phone, menus come up in your phone, select taxis destinations in your phone, all data and proof of purchases are in your phone. But, like morons, we kept walking up to counters and staring like “where is the menu,” and they are staring at us alike “why are you standing here” and we are thinking like “is this even a coffee shop?” Habits. Okay, total process change! Now just walk in and sit down, menu comes up on your phone, select items and click pay, they bring, then you walk out. With taxis, subways, busses, movies, shopping, friends, it just makes everything so much more efficient and solves many long-standing problems… honestly have not yet fully mentally processed this. Next stop, Shenzhen!show more

I went from ZERO($0) to 5 figures in less... than 5 months The year 2024 was a defining year for me and a lot of my friends. This story is one I should have told since but was waiting for the right time It all began in August after losing a cumulative of $20,000. That was literally all I had left with me and was down to less than $300. They say it all begins when you are down to your last 1 million and funny how I didn't even have up to a million Over the course of several days I began asking myself questions as to what I would have done with the money. I could have given my parent their dream house or gotten a car for myself, my mum and started my Agric business. Well, that was how Anxiety started with heavy palpitations and a pulse of 130 Not to bore you, allow me explain step by step as to how I bounced back 1) God - I wont lie to you, God and Prayers are very important in this WEB3. We have very few Normal people on here as this space is toxic enough to destroy you and your mental health 2) Network - See, I know all your idolos are telling you to grind hard which is factually correct but the real profits in this life are from who you know. Check SAYRAAH #WID 📈📉📊 content on networking for more information 2) Excellence - One little lesson I've learned from life is that excellence in itself is not restricted to a particular sphere but its a way of life. I strongly believe the reason all my clients refer me like their lives depend on it is because I handle my job with a unique style of excellence. Starting from my personal page to my clients jobs and even mannerisms 3) Hard work - This aspect has been misused so much. Hard work although very vital must be accompanied with a lot of smart work for you to have results. Scripture shows us that there is a possibility for two people to engage in similar work while they get different result. The one with the smaller result was termed a FOOLISH MAN and the one with better results was called a WISE MAN. The difference is in the knowing, you need to learn how to actually work hard 4) Voice out - Make sure you always voice out when you are not doing as much as you are supposed to. I have a lot of my guys that I tell intricate stuffs about my money-making journey and everyone puts heads together to ensure we all make money I might sound like aspire to perspire but the reality is, bouncing back is difficult but I want you to know that your hard work will eventually pay off I could have just said GOD DID but I know there's someone out there that might need this. Don't stop and don't settle, your future will thank you for it Over the next few days, I would be sharing some opportunities I recently found that I'm sure will print you money. Stay gluedshow more

this FREE MCP just replaced my entire $12K/month brand... research team (I literally made this FREE) while you're downloading n8n workflows you'll never actually use... this thing creates detailed psychological profiles from any Twitter account or website in 30 seconds - zero installation - no python - no custom code - just pure intelligence here's what's actually happening: most people think AI automation has to be complicated they're trying to become overnight developers building complex workflows that break after one week burning hours on setups they'll abandon in 3 days meanwhile professionals are using simple tools that actually solve business problems you don't need to become a developer to use AI intelligently you just need the right tools this MCP gives you what $500/hour consultants charge for: → complete psychological profiles of any Twitter account → brand DNA extraction (colors, fonts, layouts) → content strategy insights normally reserved for agencies → analysis detailed enough to recreate entire brands think about what this replaces: expensive consultant fees ✓ manual competitor research ✓ hours of brand analysis ✓ complex automation nightmares ✓ the setup is embarrassingly simple: step 1 → click link in comments step 2 → get your MCP code step 3 → add to claude settings step 4 → analyze any brand instantly total time: 30 seconds we're scaling this to analyze 1,000+ tweets soon adding LinkedIn, YouTube, TikTok, Instagram next early access is completely free right now while everyone else is trying to learn python... you'll be extracting million-dollar brand insights in under a minute comment "MCP" + repost this + like + bookmark (you must follow or I CANT DM) i'll drop the link in your DMs don't sleep on this every day you wait is premium intelligence you're leaving on the tableshow more

Making OpenCode as lean as Pi agent? Just trimmed... 25k out of OpenCode's system prompt (from 30k to 4-5k tokens) How? Just disable skills and get rid of massive skill definition bloat. Who needs skills anyway? Just kidding, this is the not the way. It makes the agent lame and defeats the point of using one. But it sets a precedent: Find a way to use skills without their definitions pre-loaded into the system prompt every single turn. Another interesting stuff: Upon testing this temporary "no skill setup" with two of hottest OpenCode Zen free models, Mimo V2.5 vs DeepSeek V4 Flash: One thinks more and talks less One thinks less and talks more Check the video to see which is which If you made it here, I'm finding a way to leanest OpenCode setup that I can get I simply don't believe that OpenCode can't be as lean as Pi Upon tinkering, I made a plugin that temporarily extracts the system prompt while I test, and noticed the hundreds of definitions in it from my .agents/skills directory which is shared across all my coding agents (Cursor, Antigravity, Claude, etc.) Of course disabling skills is not the answer, but it just proved that there is a way to strip the system prompt of these massive skill defs Aside from the system prompt hierarchy that injects confusion imo if you have a conflicting and redundant AGENTS.md which I discovered upon digging into OpenCode's source code Apparently it has prompt.ts/system.ts/instruction.ts/llm.ts and loads base .txt prompts based on model family (claude/gpt-o/gpt-5/codex/gemini/others) that all work together to make OpenCode aware of who it was and how it should use tools and become a "coding agent" Gotta find the most minimal mix that fits right into my workflow Make OpenCode as lean as Pi? We'll see. All inshow more

So why we need open mainnet and when it's... the good time to open and can we make it faster? I think Yes! WE build up Pi public blockchain is like we are building a highway. When the highway complete, all drivers need this highway because it can bring them benefit. And the highway can charge them fees every time when they pass. Pi is similar like a highway. The drivers are outside eco and different organization. We all know Pi WEB 3.0 blockchain has great value. This will attract outside eco come. When they come, they don't have Pi to pledge to use our blockchain. So they need to use their FIAT to buy our Pi. However, if our inner community has difference on price, it's like the highway has been controlled by different groups. These groups charge different fees. It will confuse outside eco and make them hesitate to come. That's why I believe open mainnet need united price for outside eco. Of course united price can help inner eco develop grow fast too. There are two options regarding price: 1. Let the pioneers and merchants slowly reach the agreement and we do nothing . This is let it go naturally. I do know some pioneers advocate this way. But I am sure it will take long journey because more than 45 million pioneers or maybe will never reach agreement. They will use from $0.01 to 1 million $ different price. 2. Our pioneers community advocate GCV because it has been accepted by a lot pioneers and merchants already. If all pioneers can understand this GCV price logic and if they hold Pi, they will support it. The reason is so simple. It relate to their self interest. This can be done very fast if we all united together. Another reason is based on a business accounting system. All business has tax reporting system even crypto currency. From 2019, USA IRS has the tax regulation on individual crypto currency capital gain. Currently most merchants are pioneers, they use their individual Pi Wallet. I see recently there is developer/merchant business wallet come out. Then they should use business Pi wallet. So it's easier for them to track crypto business profit and loss. As an accountant I know all capital gain or loss are calculated by using USD in USA. So accountant need a unified price. If not, the company will hesitate to join Pi eco system. Based the above reason, i call on Pi Community to support GCV price so that eco can satisfied prosperous condition to open mainnet. As for KYC and migration, the technology part has been mature or almost mature. And we believe CT and all pioneers can follow very fast. During close mainnet all merchants should do barter according to your availability. Please don't put all your products now! Close mainnet period is for cultivate the Pi Payment environment! If you have inventory and small items, you can put maybe 10% or less of your products to barter. All business owners should realize before opening mainnet there is risk of loss. Why many Chinese merchant do it? Because they are pioneers too ! They want to realize Pi GCV price so they do it volunteering to use inventory and small items with limit supply. Therefore it won't have much risk. And if open mainnet can reach GCV, they will not incur loss. So please all merchants do it wisely. Close mainnet small items and use inventory. Of course if you want to put big items, this is your choice and pioneers will be appreciated. But my suggestion is to be Rationalism. If everyone can do a little, it will create big influence. As a pioneer close mainnet it's not a time to get profit for yourself. So please don't expect cross border or big items because merchant has business risk. I see some cross border barter incur which is based on individual merchant. When open mainnet, you can realize all of it. But now it's time to help GCV price as a trend from my opinion. The above analysis is only my personal analysis. Reference only. It is not Business Advice! #WhatIDoForPi #PiGCVshow more

Universities and High Schools have not moved rapidly enough... to guide students to have skills for the next decade. THEY HAVE FAILED. It is a massive crisis that can be averted by understanding what AI and Robotics will bring about. Solutions are knowing how to use these tools and new industries that will rise. But this situation is also on ALL OF US. No “job” is safe from founder to entry level in most industries. You and I, by what we do, will be “replaced” ultimately. What to do? AI and Robotics are tools, the next decade is owned by those who know how to use them expertly, but this is also temporary. We have to understand that what we do for “work” will change giving ultimately a greater value to those that are: Creative Flexible Always learning Willing to be wrong Love being human Love being alive Know history Covet wisdom Knowing all tech has downsides Building strong family and friends Realize many institutions have failed The first four are required for you to be able to live through this period with your sanity intact. The rest will allow you to thrive. There are no true careers at this point anymore. There are advocation and vocations which will either earn you money or give life meaning. We will learn that we are not “what we do”, just like we knew for 99% of human existence. Let that sink in. — You and I are far, far ahead of knowing this and we can do two things: 1) Laugh at the “clueless” 2) Help people understand with grace Go to Reddit if you are 1, in fact don’t follow me because you will not like this next decade and what I post. You are 2 and thank you. Even if you and I have not solved this issue, we can help people understand what is ahead and with determination and creativity bound together to solve it locally. Or human family has done this millions of times. The evidence is: you are here. The Neo Luddite movement has not even begun and it will potentially rip apart society even more than all the fashionable moment in the recent past has. These Luddites will have a good point with the wrong answers cooked up by dying academics that cling to labels, “virtues” and victim hood. It will be readymade for some governments to enter in as “big daddy” to “help us”. You will not like what they do, but you will only know when it is too late. It will include YOU “volunteering” to “leave” by 60, to “help out” CanadaPod style. “Brian, I’m 24 what do I do?”. I hope to do much more here to help. But I do know this: 1) Learn a trade or vocation because it’s valuable. It may also be free to low cost if you do it right. 2) Learn everything you can about USING AI and TRAINING YOUR AI. Your expertise will be in the top 1% for a decade. But not forever. 3) Understand Bitcoin and how it will rise while other things sink. This is a short list for now. We will know more moving forward. When you see videos like this posted below, know one thing: Many of these folks had no real family of mental and physical support. Maybe no parent or one parent. Maybe only a broke system to prepare them for—nothing. This was not their doing. Now it is not your “job” to help them, it is your survival to help them if that is what you need. See some day after the dust settles these 20 year olds will be 40 year olds and running YOUR world. And at some point you may need them more than you think you do. You will need them, as they need you now. THIS IS WHAT PAST WISDOM KNEW. The elders of the past never found the need to piss on the youth and hope for the best. THE YOUTH ARE OUR BEST, let us all find ways to change it, even if every aspect of “the system” wants us to berate them into the ground.show more

Everyone's sleeping on image-to-3D AI models. They can make... your app look incredibly unique, with just a little effort. Here's how. This is my calorie tracker, built in a week with nothing but prompting. Just Claude Code + a couple APIs. The visuals are all AI-generated. I'll be sharing the full workflow + all the crazy technical stuff Claude and I did to make this work, so nobody has to struggle through it like me. Deep dive coming soon! Till then, this is the high-level idea: 1. Get a clean image of the food (or whatever your asset is) - In my app, the user describes foods via text, or attaches images (or both) - If text, an LLM extracts the food description and formats it into a specific prompt I tuned for this design, and we generate an image using Z-Image Turbo through fal - If image, we do the same thing but with FLUX.2 [dev] to edit the user image into our reference design - Originally, both used Google Nano Banana, but switching to open models cut costs and latency a ton 2. Gaussian splatting (2D image → 3D model) - I tried various 2D-to-3D options on fal and ended up with TripoSplat as my preferred balance of speed, cost, latency; this turns an image into a 3D model that looks super high quality (link below) - The app displays the 2D image while our backend generates the 3D splat - We "groom" the splat to reduce size and load time by culling low-opacity/scale points 3. Render efficiently on device Originally, it looked great but ran at 10 FPS. Getting to 120 FPS was a crazy journey. TL;DR: - SwiftUI had to go; it forced us to render each asset in independent MTKViews, which wasn't workable - Instead, we composite every dish into one full-bleed CAMetalLayer using MetalSplatter (link below) - We had to make some optimizations within MetalSplatter's code too, to reduce the overhead of sorting points per render Then I added some finishing touches like the subtle rotation and parallax as they move around. I think it turned out pretty cool :) Overall, this took some effort, but we still got it done in less than a day. Hopefully your agent can follow in the footsteps of mine and do it much faster. Keep an eye out for the bigger writeup, which'll give your agent everything it needs. If you have any questions, drop em below!show more