Neural Cartography - a real-time city mapping engine powered... by distributed rendering agents Agents work in parallel. City name gets drawn in the center. Urban fabric assembles around it. The idea behind Neural Cartography - a WebGL visualization where 7 specialized agents are dispatched simultaneously to reconstruct any city from raw geospatial data, tracing roads, waterways, railways, and city boundaries in real-time - right in your browser. #CreativeCoding #ThreeJS #ReactThreeFiber #DataVisualization #Geospatial #AgenticAI React-three-fiber Three.js #buildersshow more

What if you could draw ANY image using real... city streets? latest experiment: Upload any picture → the app detects its edges → then autonomous agent trace and fill the image using actual roads from OpenStreetMap. Agents draws the outlines and fills the interior in green. The city itself becomes your canvas. Built with React 19 + DeckGL + MapLibre + Overpass API Like/ RT to show support. #CreativeCoding #GenerativeArt #OpenStreetMap #DataViz #Maps #React #BuildingInPublic #UrbanArtshow more

A Closer Look at Alchemist AI v3.5🔎 In v1,... one agent handled everything. You’d enter a prompt like “make a snake game” and get a single block of code—one input, one output. v2 introduced multiple agents with specialized roles: prompt refinement, frontend, backend, and review. It brought more structure, but the process was still linear. Each step produced a single output. With v3, a single agent could handle multiple tasks. It generated HTML, CSS, JavaScript, searched for assets, and more—all in one go, while maintaining full context. Now in v3.5, we combine both models. Multiple agents work in parallel, each capable of producing multiple outputs at once. The prompt compiler adapts based on what you're building. A 3D game? It prioritizes game engines, rendering, and mechanics. A website or 2D app? It shifts focus to relevant frameworks and tools. The tool handler can call several services simultaneously, feeding context-aware data into the code generator for real-time execution. From single-output generation to parallel, adaptive workflows. In the next breakdown, we’ll dive into the architecture behind our proprietary engine in v3.5.show more

Why Hyderabad Drowns After A 20min Rain? I may... not have a simple answer to this complex question but was in Raidurgam area yesterday and this what I saw. This is right next to the Raidurgam metro. It is like the IT hub of Hyderabad and look at the state of things here. Roads are being dug to lay drainage pipes. Locals told me it has been close to a year since they started digging. The debris is just lying on the road, existing drainage seems to be damaged and all the sewer is flowing on to the main road. To make things worse, many are parking right on the road making the congested area much more difficult to commute. There is no parking space at Raidurgam Metro. If someone wants to take the metro, they have to arrive on a separate vehicle to reach. Plus there are a million autos lined up on the road. Traffic police who hide behind trees or corner you in some random street won’t regulate traffic on the main roads. They won’t show a solution to park vehicles but will collect challans. Why are you collecting challans without any space being earmarked for parking? Do you expect people to jump off a parachute and get into a metro? We look at China, Japan with their advanced technology of laying roads in a day and will be wowed. Here governments talk about AI city, Future City and such money minting projects for the government and still get wowed. Why isn’t AI or advanced technology being used to repair roads, drainages or maintain infrastructure in the existing city??? Why this craze to call the existing city a dump and then pumping huge public money into a nonexistent Future City? Why is governance driven by real estate ambitions of a few politicians?show more

🚨Exclusive: NYPD Gang Data Reveals the Most Dangerous Tren... de Aragua Members Terrorizing New York City🚨 A terrifying wave of violence is sweeping across New York City as the deadly Venezuelan gang, Tren de Aragua, infiltrates the city under the guise of migrants seeking refuge. Police sources have provided alarming data from the NYPD’s gang database, exposing 15 of the most dangerous members of this brutal organization who have embedded themselves in the fabric of the city. These gang members have openly admitted their allegiance to Tren de Aragua and are tied to a string of violent crimes that paint a chilling picture of their reign of terror: - ⚠️ **Murder & Non-Negligent Manslaughter:** 3 cases - ⚠️ **Rape:** 1 case - ⚠️ **Robbery:** 10 cases - ⚠️ **Felony Assault:** 6 cases - ⚠️ **Grand Larceny:** 7 cases - ⚠️ **Dangerous Weapons Possession:** 3 cases - ⚠️ **Possession of Stolen Property:** 2 cases - ⚠️ **Petit Larceny:** 9 cases - ⚠️ **Assault & Related Offenses:** 3 cases - ⚠️ **Offenses Against Public Administration:** 1 case These 15 identified members are just the tip of the iceberg. Some have been arrested, but others remain on the loose, evading capture and continuing to spread fear across the city. I believe there could be thousands more Tren de Aragua operatives lurking in the shadows of New York City, sowing chaos wherever they go. Their operations are ruthless, organized, and devastating. Tren de Aragua is not just attacking innocent civilians; they are waging war against other migrant gangs and local criminal organizations, violently eliminating anyone who stands in their way. Bodies are piling up as these gang members enforce their dominance with terrifying efficiency. These criminals have formed sophisticated shoplifting crews, scooter robbery gangs, and pickpocketing rings that are terrorizing communities across the city. Their reach extends into drug dealing, human trafficking, and the prostitution business, where they exploit vulnerable migrants living in city shelters, dragging them into a nightmare of exploitation and violence. Tren de Aragua is infamous for its brutality, and their presence in New York City is like a ticking time bomb, threatening to unleash an even greater wave of violence. These gang members are killers without conscience, preying on the city and leaving devastation in their wake. Yet, under the current Sanctuary City Law, New York City’s hands are tied. The law prevents cooperation with ICE agents, making it nearly impossible to deport these violent criminals, even as they continue to destroy lives. In a desperate bid to protect the city, NYPD Chief of Patrol John Chell and New York City Mayor Eric Adams have both called for an amendment to the Sanctuary City Law. The mayor has voiced his concerns, acknowledging the need to rethink the city’s sanctuary status in light of the growing threat posed by gangs like Tren de Aragua. Until this law is revised, these criminals remain untouchable, free to wreak havoc and terrorize the city. As law enforcement races to identify and apprehend these individuals, New Yorkers live in fear, knowing that the full scale of Tren de Aragua’s terror has yet to be revealed. The streets are no longer safe, and the city teeters on the brink of a violent eruption that could plunge it into chaos. By Leeroy Johnson . For licensing email [email protected]show more

Claude Code Agent Teams are f*cking ridiculous 🤯 One... prompt → a team lead breaks your project into pieces, spins up multiple AI agents, and they all work on different parts simultaneously. Research, builds, reviews, and debugging: all happening at the same time. All inside Claude Code. If you're running complex projects where every step waits on the last one... Agent teams eliminate the entire bottleneck: → Tell Claude what you need and describe the team structure in plain English → A lead agent breaks the work into a shared task list → It spawns 3-5 teammates — each with their own context and workspace → Teammates research, build, test, and review in parallel → They message each other, share findings, and challenge each other's work → The lead synthesizes everything into a finished deliverable No managing agents yourself. No waiting for step 1 to finish before step 2 starts. No single-lens reviews that miss half the issues. What you get: → Competitive research across 5 brands done in minutes instead of hours → Multi-component builds where frontend, backend, and data layers happen simultaneously → Creative reviews from 3 different angles at once — brand voice, conversion, differentiation → Funnel debugging where 4 agents investigate 4 theories and debate until they find the real answer Built 100% in Claude Code with one settings change. I put together a full DTC playbook: 5 workflows with copy-paste prompts, the exact setup process, token management tips, and honest guidance on when agent teams are worth it vs. when a simpler approach is the better move. Want it for free? > Like this post > Comment "AGENTS" And I'll send it over (must be following so I can DM)show more

🚨 JUST IN: CHINA just released an AI EMPLOYEE... that works 24X7 on its own. 100% OPEN SOURCE. It researches, codes, builds websites, creates slide decks, and generates videos. All by itself. All on your computer. It's called DeerFlow. You give it a task. It makes a plan, spins up its own team of sub-agents, and gets to work. You come back and there's a finished deliverable waiting. Not a draft. Not a summary. The actual thing. Not a chatbot. Not a research assistant. An AI with its own computer that works while you sleep. Here's what it does on its own: → Spawns multiple sub-agents in parallel, each tackling a different piece of your task, then combines everything into one finished output → Writes real code, runs it, reads the results, and fixes its own mistakes without asking you once → Builds slide decks, websites, full research reports, and data dashboards from scratch → Remembers you across sessions. Your writing style. Your tech stack. Your preferences. Gets better every time. → Reads files you upload, works with them inside its own filesystem, hands you clean finished outputs → Searches the web, runs commands, calls any tool you plug in Here's how it thinks: You give one instruction. The lead agent makes a plan. Sub-agents fan out and work in parallel. Results come back. Everything gets synthesized. You get a deliverable. A single research task might split into a dozen sub-agents, each exploring a different angle, then converge into one finished website with generated visuals. Here's the wildest part: DeerFlow 2.0 launched on February 28th 2026 and hit number 1 on all of GitHub Trending the same day. Version 2.0 was a complete rewrite. Zero shared code with version 1. Because users kept using it for things the team never intended. Data pipelines. Dashboards. Entire content workflows. The community told them what it needed to become. So they burned it down and rebuilt it. 22.7K GitHub stars. 2.7K forks. Built by ByteDance 100% Open Source. MIT License.show more

Abuja is a young city. It was born in... 1991, officially. Addis Ababa, by contrast, was born in 1886, making it almost 140 years old. Their age difference is 104 years. Yet the Ethiopian city still parades its fair share of slums, neglected districts, and street beggars. I make this point because you obviously have never been there and have relied on a single image of a country that, just 25 years ago, was the third-poorest country in the world, to mock your nation’s capital. And that even revealed a rather narrow idea of what a city should look like. A city is not measured by the presence of tall, shiny buildings. Skyscrapers are not a universal marker of urban success, nor should they be a priority for Abuja. They are largely a response to population density and land scarcity. We think Abuja suffers from these because we have not had an FCT minister with city-planning skills in a long time. Land is not a scarce commodity here. What the city needs is functional infrastructure that allows for orderly expansion and eases demographic pressure on its existing districts, not vertical congestion for its own sake. The irony is that most of the shiny edifices you now see in Addis Ababa, including that green roundabout you think is the hallmark of a modern city (as if we don’t have Unity Fountain in Wuse 2, or a roundabout with a basketball court in Life Camp, and a demolished one with a football pitch also in Life Camp), were built within the last five years. The Addis Ababa I met less than ten years ago could easily be compared to a city like Kaduna, which tells you how much can change within the span of a single term. Nigeria, after all, is one of the few African countries that can boast of more than 50 urban centres capable of absorbing growth if hold our governors to account. It is also worth noting that some of the world’s most admired cities are not defined by skyscrapers. Cities like Paris and Rome have few to no high-rise buildings, and so does America’s Abuja, Washington, D.C. Yet they rank among the most functional and liveable cities in the world. By contrast, cities like New York and Singapore build vertically because land is a serious constraint. Even Oman, an oil-rich country, has developed without an obsession for shiny skyscrapers. Abuja has, no doubt, suffered from leadership gaps and weak city management in the past. But now Nyesom Wike is doing the Lord’s work. Before him, we had a mannequin in charge of Abuja for eight straight years. In the meantime, enjoy these views of Abuja.show more

I've been personally burning through billions of tokens a... week for the past few months as a builder. Today I'm excited to announce Hyperagent, by Airtable. An agents platform where every session gets its own isolated, full computing environment in the cloud — no Mac Mini required. Real browser, code execution, image/video generation, data warehouse access, hundreds of integrations, and the ability to learn any new API as a skill. Deep domain expertise through skill learning. Teach the agent how your firm evaluates startups or how your team runs due diligence — now anyone on the team gets output that reflects your actual methodology, not a generic template. One-click deployment into Slack as intelligent coworkers. These aren't bots that wait to be Mentioned — they follow conversations, understand context, and act when relevant. And a command center to oversee and continuously improve your entire fleet of agents at scale. We're onboarding early users now.show more

BREAKING footage from Tijuana Mexico (Happening now)! The third... group of illegals are bring brought in by Joe Biden and the Democrats under the CVP1 app. Everyone you see walking up the ramp is part of it. They had a group the same size at 5 AM and another group the same size at 8 AM and it happens every day! This was the eighth stop on our Mexican border tour and every single CVP1 port is active, but San Ysidro is the worst! No wonder San Diego City Council voted to become a “super sanctuary city” that will no longer allow law-enforcement to work with ICE. They are the city profiting most off of this invasion with every single one of the illegals receiving federal grants. San Diego and every other sanctuary supporting community needs to be defunded on day one and any politician that gets in the way of ICE doing their job needs to be prosecuted immediately! *Stay tuned for the rest of @Oscarelblue’s and my reports, showing you the truth the mainstream media and the traitors in Washington don’t want you to see! Law & Border - Real America’s Voice News Real America's Voice (RAV)show more

We're excited to unveil NRN Agents, a rebrand that... aligns our project identity with our token and strengthens our mission to power the future of AI-driven gaming. This mission requires collaboration, and starting this week, we will begin our expansion to become a multi-chain ecosystem. We are joining forces with leading gaming platforms and ecosystems to realize this vision. Stay tuned for more announcements to come. Why NRN Agents? NRN stands for NEURON, the fundamental unit of intelligence. Our AI agents function as the neural foundation of games, learning, adapting, and evolving within game worlds to deliver unparalleled engagement. NRN agent SDK enables advanced gaming agents powered by a proprietary machine learning infrastructure focused on behavioral learning. We've perfected the craft of gaming agent design, creating hyper-efficient agents that are performant and scalable—from casual to the most demanding games. Our SDK will seamlessly integrate into many platforms, tech stacks, and ecosystem – Any Game. Any Chain. More than just games, it's the path to AGI Gaming is our proving ground, but not our final destination. We're using games as a sandbox to accelerate the development of generalized intelligence—one that will create meaningful real-world impact. With the upcoming launch of [redacted] and a growing network of partners committed to the AGI vision, we're building an open-source innovation movement powered by an AI x gaming framework connected by $NRN. $NRN the token $NRN is a utility token that serves as the gateway to our growing ecosystem. It will power a diversified economy with multiple revenue streams and staking opportunities: Agent Deployment: NRN is the laboratory creating gaming agents that can be distributed through platforms and launchpads alike. The model is simple: More games integrate, more NRN agents get deployed, more monetization. Data Creation: NRN Reinforcement Learning (RL) enables token staking to create Data Capsules. Players contribute gameplay data into the Capsules, which are used train RL agents and reward participants (players & stakers). AI Arena: $NRN also continues to power AI Arena's in-game economy, a cult favorite of competitive diehards that features a skill-based wagering system. To our community who have supported us since 2021: thank you for being part of our journey—the next chapter will be the most exciting yet!show more

Driven by a UK Government push to open up... transport data and boost public transport use nationwide, Google Maps has officially integrated live public transport tracking. By mandating that operators share their live GPS data, tech apps can now let you literally watch your specific bus moving along the map in real-time. As seen in the screenshot above, you can tap on your route (like the 207 towards White City) and see exactly where the bus is on the road, how many minutes away it is, and when the data was last updated. No more relying on broken countdown boards. No more running for a “ghost bus” that never actually shows up. No more standing in the rain guessing if you have time to grab a coffee. Have you noticed this government-backed feature on your phone yet? And more importantly... which West London bus route is the most unreliable and needs this the most? Let us know below #UB1UB2 #London #Southall #Hayes #Ealingshow more

For new followers: - I'm a long-time investor and... builder in this space. - Founding Contributor of Realms.World ☁️. - Co-founder of Dojo. - Builder with the kings at Cartridge. - Starknet (Privacy Arc) class of '21. - Founder and Game Director of ETERNUM HAS MOVED. - Founder of Daydreams.Systems (x402, 8004 agents) My prime purpose for the past three years has been to build onchain infrastructure to enable the next generation of onchain experiences. This is done Starknet (Privacy Arc) as it is the superior VM for building complex applications—this will become clear soon enough. I work up and down the entire stack, from low-level indexing and contracts to GUI design. Nothing is out of scope. I have been pushing on agents for two years, mostly using existing frameworks like , until I came across @ElizaOS_ai in October. As I focused on building agents for ETERNUM HAS MOVED, it became clear that agents playing games require infinite paths to achieve goals. Thus, it's not scalable to hardcode functions—agents need to have total fluidity to take any action or call anything the game requires in any order. And ironically onchain infra is perfect for agent playgrounds because of its open nature. This exploration led me to create Daydreams.Systems (x402, 8004 agents), which focuses on the hardest problems of agents: long time-horizon goals using Hierarchical task networks (HTN). Daydreams agents don't require custom code—they work entirely based on 'sleeves'—which are just markdown files that explain how the agent can interact with the service (API docs, game guides, etc.) My thesis is simple. By focusing on the hardest problem (games), the design of the library will naturally lean towards an optimal structure for any problem an agent could face. We are early in this path and iterating with speed. If you are an onchain app developer or game builder—DM me, I want to know the architecture of your game so we can build sleeves together.show more

🚨Exclusive :ICE Presence Growing at NYC Courts Amid Sanctuary... Law and Jail Access Challenges? ICE agents are increasingly being spotted at courthouses and other public locations in New York City—something that could have been avoided if federal agents had been allowed access to Rikers Island and local jails. This issue stems from a recent decision by a city judge who blocked an executive order signed by Mayor Eric Adams. That order would have granted ICE permission to enter local jails to detain and deport violent migrant offenders. The judge’s ruling essentially forces federal agents to find alternate ways to track down migrants with criminal records—including showing up in public places and courtrooms. The people I’ve spoken with say they don’t want good, hard-working migrants deported. They say, “These guys mow our lawns, fix our cars, help maintain our homes. Sometimes, they just stop showing up—and later we find out they were deported.” Meanwhile, the gang members—who should have been deported—are somehow still walking free. A while back, former Border Czar Tom Homan warned that if ICE wasn’t allowed into the jails, agents would have to find these criminals elsewhere. He said, “If we run into other undocumented migrants while we’re out looking for the bad guys, we’ll take them too.” Homan even added on multiple occasions, “If sanctuary cities don't want to help us find the bad guys, we'll flood sanctuary cities with armies of federal agents to find the bad guys on our own.” That policy has now become reality. Homan made those remarks before the city judge blocked the mayor’s executive order. What’s even more troubling is that NYPD officers—and I myself—have tracked known gang members who went through Rikers Island only to be released and commit more crimes. Some now have fresh warrants for violent attacks against officers or civilians. These are not small-time offenders. Under New York City’s sanctuary city law, local authorities are allowed to turn over migrants to ICE if they have committed any one of 20 serious crimes — including violent offenses like murder, assault, robbery, and certain sex crimes. In other words, the law already permits cooperation in removing dangerous offenders. The problem isn’t the law itself; it’s the refusal to enforce it fully. Federal agents are blocked from accessing jails like Rikers Island where these offenders are held, forcing ICE to chase them elsewhere — often in public courts or neighborhoods — putting law-abiding migrants at greater risk of being caught up in enforcement actions. Some of the gang members that cycle through Rikers are not just any gang members. Some have been convicted of serious violent crimes and are tied to international criminal organizations like Venezuela’s Tren de Agua (TDA)—a gang the U.S. considers a designated terrorist group. These criminals don’t just pose a threat to the public—they prey on other migrants, knowing they are the most vulnerable targets. So, whose fault is it that ICE is now forced to show up at courthouses, homes, and job sites? That blame falls on city leadership and the judge who blocked Mayor Eric Adams’ executive order. Instead of allowing ICE to pick up gang members directly from Rikers Island — where no innocent person would be at risk — the city tied their hands. Now, while searching for violent offenders, federal agents may end up detaining otherwise law-abiding undocumented migrants. By keeping ICE out of Rikers Island, politicians and judges have made the city less safe—not just for citizens, but for the migrant communities they claim to protect. By Leeroy Johnson . For licensing email [email protected]show more

Reporter says to Ukrainian soldiers leaving Konstantinovka : "... Whats it like in there "? -: " FUCKING DISASTER!" " I wouldn't recommend going in there !" ‼️🇺🇦🏴‍☠️ Konstantinovka will soon fall, the Russians will start the assault on Druzhkovka and then Kramatorsk, — DS ➖"The situation around Konstantinovka is developing according to the worst scenario," writes the analytical resource DS, which works for the Main Intelligence Directorate of Ukraine. ❗️Konstantinovka is a "gateway" for the opening of the Slavyansk-Kramatorsk agglomeration. Russia understands this and takes it into account for its further offensive actions. ▪️The fall of Konstantinovka is a matter of time, the next will be Druzhkovka, which plays an incredibly important logistical role, followed by Kramatorsk, warns DS. ▪️The Russian army has invaded the city from literally all sides and is actively penetrating into the center. ▪️There are fixations of Russian infantry from the eastern part through Novodmitrovka and constant fixations from the side of Berestka and Ilyinovka. ▪️Russian troops are gradually engulfing the city, a similar scenario to that in Pokrovsk is observed. ➖"A large number of Russian infantry is disproportionate to the amount of resources available to the Armed Forces of Ukraine," complains the enemy. ▪️The Russian Armed Forces are entering a narrow bottleneck in the northern part of the city and cutting off the normal supply of the central and southern parts: ambushes are set up, roads are controlled.show more

At OptimAI Network, we believe the true power of... AI Agent comes from the data behind it—and that power shouldn’t rest in the hands of just a few. That’s why we’re building a decentralized ecosystem with you, our community, at its core. Using EVM Layer-2, DePIN, and your collective efforts, we’re creating smarter, faster, and continuously evolving AI agents. Through our DePIN (Decentralized Physical Infrastructure) Network, your nodes are the backbone. You provide the computing power, data sourcing, storage, and bandwidth that keep this system resilient, scalable, and truly distributed. It’s not just infrastructure—it’s a movement powered by all of us. Then there’s the DeHIN (Decentralized Human Intelligence), where your insights shine. As a global community, you validate and refine data, ensuring our AI models stay accurate, diverse, and grounded in real-world perspectives. This isn’t about top-down control; it’s about harnessing the intelligence of many to make AI better for everyone. We’re not just dreaming of a decentralized AI future—we’re building it, together. This is your network, your impact, and your chance to redefine what AI can be. Let’s keep pushing forward. Learn more at:show more

Your brain physically rewires itself every time you think... a thought. Donald Hebb stumbled onto this principle in 1949 while studying memory formation in lab rats. He noticed something that should have been impossible: neurons that activated simultaneously began forming stronger connections over time, creating dedicated pathways where none existed before. Scientists called it Hebb's Law. The rest of us call it "neurons that fire together wire together." What Hebb discovered wasn't just a mechanism for learning. He had found the biological foundation of human transformation. Every habit, every skill, every automatic response in your body exists as a neural pathway carved by repetition. The route from your bedroom to your kitchen becomes a superhighway in your brain because you walk it every morning. The sequence of movements you use to tie your shoes becomes hardwired because you've done it thousands of times. But, this same process builds your personality. That tendency to check your phone when you feel anxious? Neural pathway. The automatic urge to argue when someone challenges your opinion? Neural pathway. The way you deflect compliments or seek validation or avoid difficult conversations? All neural pathways, strengthened every time you repeat the pattern. Your brain cannot distinguish between physical actions and mental habits. Both carve grooves in your neural architecture. Both become automatic responses when triggered. Both feel like "who you are" because they happen without conscious choice. But, most people spend decades accidentally building neural superhighways to behaviors they claim they want to change. You say you want to be confident, then practice self doubt every day. You say you want to be productive, then strengthen procrastination pathways by checking social media when work feels hard. You say you want authentic relationships, then wire yourself for people pleasing by avoiding conflict whenever it arises. The brain observes your actions and assumes this must be what you want. So it builds infrastructure to make these patterns easier to execute in the future. Neuroplasticity research reveals something most people find deeply unsettling: there is no "fixed self." The personality you think defines you is just a collection of neural pathways that have been reinforced more often than others. The pathways you travel most frequently become the widest roads. The thoughts you think most often become the loudest voices. The behaviors you repeat most consistently become your automatic responses. But the same mechanism that locks you into patterns can unlock you from them. Every time you catch yourself mid pattern and choose differently, you send a signal to your brain that the old pathway might not be serving you anymore. Every time you practice a new response instead of defaulting to the familiar one, you begin building new neural infrastructure. The process feels awkward at first because you're literally walking through mental wilderness, creating trails where no trails existed. But repetition turns trails into paths, paths into roads, roads into superhighways. This is why changing habits through willpower alone fails. You're trying to muscle through established neural superhighways instead of building alternative routes. The old pathways don't disappear just because you want them to. They have to be replaced through deliberate rewiring. The most sophisticated meditation practitioners in the world understand this intuitively. They don't just sit quietly hoping for peace. They systematically rewire their brains by repeatedly choosing calm responses instead of reactive ones. Ten thousand hours of practice creates neural pathways so robust that serenity becomes their default state. Professional athletes do the same thing with performance. They don't just practice their sport. They practice the mental patterns that support excellence until confidence, focus, and resilience become neurologically hardwired. The implications of neuroplasticity extend far beyond personal development. Every social bias, every cultural assumption, every automatic judgment you make exists as neural wiring built through repetition. The way you unconsciously categorize people, the assumptions you make about different groups, the stereotypes that feel "obviously true" are all learned pathways that can be unlearned. Societies change when enough individuals rewire their neural patterns around new ways of thinking and behaving. The brain you have right now is not the brain you're stuck with. It's the brain you've trained through repetition. Every thought you choose, every action you take, every response you practice is a vote for the kind of neural architecture you want to build. Most people cast these votes unconsciously, then wonder why their life feels automatic and unchangeable. The moment you realize you're the architect of your own neural patterns is the moment real transformation becomes possible. Your neurons are firing right now as you read this. What are you choosing to wire them toward?show more

Birmingham, Saturday. Another snapshot from the slow-motion Armageddon unfolding... in the heart of England. Heaving mob of young imported boys and girls, teens, not a single native British face in sight, turning the city centre into a theatre of disorder. This isn’t some one-off “youth gathering.” This is the new normal in a city that has been comprehensively transformed. Birmingham’s demographics haven’t “evolved” they’ve been replaced at speed. White British residents are now a minority in the city proper, hovering around 40% or less in many wards, with the change accelerating in the last two decades. The high streets that once served Brummies now reflect parallel societies. Somali, Pakistani, Afro-Caribbean enclaves dominate the footfall. The shops, the languages, the attitudes, the flashpoints: all shifted. Four key high streets and shopping drags have flipped fastest: Ladypool Road, Alum Rock, Sparkbrook, and parts of the inner city core. Walk them at dusk and you understand why the old England feels like a memory. Mosques outnumber churches in swathes of the borough. Grooming gang scandals, knife crime spikes, grooming gang convictions, no-go tensions, the data is relentless if you bother to look beyond the BBC script. This is the visible result: hordes that treat public space as their own, police reduced to crowd management rather than keepers of the Queen’s Peace. Native Brits watch from the sidelines or stay away entirely. Integration was always a polite fiction; what we have is demographic conquest by numbers, chain migration, higher birth rates, and an elite that cheers it as “diversity” while living nowhere near the consequences. “The Strange Death of Europe.” In Birmingham it’s not strange, it’s obvious, daily, and accelerating, although we’re no longer part of the European Union. The common denominator the reply guy can’t quite name? Mass low-skilled, culturally incompatible immigration from incompatible regions, especially Muslim and African sources, combined with native flight. England for the English is slipping away in real time, street by street, Saturday by Saturday. Time to stop importing the problem and start prioritising the people whose ancestors built this country.show more

Birmingham again. Of course it is 🙄 Another Saturday... afternoon in what used to be a proper English city centre, and we’re watching yet another pack of imported chaos turn Victoria Square into a melee. Zombie knife confiscated moments before the fists and kicks fly, four foreign teenage boys arrested for violent disorder, all released on bail while the rest of us are left wondering how many more “youths” we’ll have to step over on our way to the shops. This isn’t “youth culture.” This isn’t “urban vibrancy.” This is the predictable, grinding result of decades of open-door madness: mass immigration from cultures that do not assimilate, they destroy. Birmingham’s white British population has been pushed down to around 40% in large parts of the city. Just Look at the footage, the demographics tell the story the politicians refuse to. Foreign enclaves, parallel societies, no-go patches where English kids now feel like strangers in their own land. And every time another brawl, another stabbing, another grooming gang scandal surfaces, the authorities mumble about “community tensions” and “a few bad apples” while the rest of us pay the price in lost safety, lost cohesion, and a lost England. We didn’t vote for this. The British people never consented to turning our second city into a low-level war zone for other people’s tribal grudges.show more

Agents: Quick thoughts & questions on how they operate,... their potential, and their limitations A Few Observations - ▶️"Book me a hotel" or "pull historical financials" are already (mostly) solved problems!! Agents can do a ton of tasks right now—like parsing public company press releases and navigating capture key info & complete bookings accurately. However, for more complex navigation flows, the tech still needs some work - but I'm very confident it’s essentially a solved or solvable challenge. ▶️Accuracy & Speed - The key metrics and agents should optimize for. ▶️Lower Build & Migration Costs It took me two minutes to build a new website (link: This is great for consumers—more choices, lower switching costs. Companies will increasingly compete on the quality of their products and services. ▶️Agents vs. Automation tools: The more I think about it, the more I realize that most “agents” are really just automation tools—kind of like how most robots🤖 are just machines lol ❓A Few Key Questions—Would Love Your Thoughts! ❔Remote Servers & Logins In many cases, we’ll want agents to act on our behalf (e.g., log in to to cancel an order). How will platforms like respond? Many websites may block remote servers for security. Is there a technical workaround? ❔Agent Generalization Do we need to train agents on each environment separately, or can one solution handle multiple sites and systems? This seems similar to RL/post-training challenges in AI research. Example: It's unclear to me whether $Devin was specifically trained on environment? ❔Frontend vs. Backend infra for agents to run on I had doubts about Anthropic's "Computer Use" feature, which seemed to run on the frontend, basically remotely controlling my computer so I couldn’t use it at the same time. This should deliver the highest accuracy, but it’s questionable how practical it really is. (Ref: It seems def possible for agents to work quietly “in the background” (like Devin) rather than remotely controlling a user’s PC, but how much accuracy are we sacrificing? A few $Devin test cases that got me thinking: 1⃣Pulling $META's MAU and DAU (1Q21–3Q24) into Excel (video attached) Took Devin 11min - it sent me back an Excel with 100% accurate data. This case was pretty tricky because $Meta changed disclosures and stopped reporting MAU/DAU after 4Q23. Devin didn’t hallucinate data for post-4Q23—it simply didn’t provide it! It really shocked me to see $Devin navigating $Meta's investor relations site (I didn't tell it to find the numbers there), opening each quarterly earnings report, and extracting MAU/DAU like a diligent intern. -> This confirms $Devin (and similar agents) can already accurately “read” screens. 2⃣Booking Hotel (video attached) Devin took 5 minutes to book the InterContinental NYC on after asking for my credentials. From $Devin's workspace, I could see it filling in the correct fields and making the right selections—fast and accurate overall. Interestingly, $Devin didn’t supply all the required information on the first attempt and got some error messages, then retried until it succeeded. It’s unclear whether Devin had been specifically trained on interface or simply learned to adapt on the fly. 3⃣Canceling the Booking This part was even more interesting. While booking didn’t require me to log in, canceling did—so $Devin had to access my (likely via a remote server) account using my Gmail credentials. It successfully canceled the reservation. I wonder how websites will handle future “remote” logins. Notably, Google blocked $Devin’s direct attempts to log in to Gmail when I specifically requested it. 4⃣Booking from Official Hotel Sites I asked Devin to book InterContinental NYC and Four Seasons Boston via their official websites. It made progress but encountered technical hiccups when trying to select the check-in/check-out dates. Insights from Scott Wu on Invest Like the Best: 1/ Self-Driving Cars as the First “Real Agents” Driving requires near-perfect accuracy (99.999%), making it much more demanding than digital or coding agents, which can tolerate more errors. Scott compares $Devin to circa 2014—already good enough to save 90% of your effort, but still short of flawless. 2/ Impact on Collaboration Platforms Tools like Slack and GitLab are likely to see major changes as agents begin to interact with and utilize them along with humans. 2025 should be all about agents - both the disruptors and those they disrupt!show more