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Local AI 101: open models, Hugging Face, and businesses to build (38 min masterclass) I still think cloud AI is the default for most things, and honestly it should be, the frontier models are the strongest and easiest to use. But something shifted in the last 4-5 months. You can now run genuinely good open models directly on your own laptop, or even your phone. And once you actually try it, it changes how you think about what AI is even for. LOCAL AI, CLEARLY EXPLAINED: 1. The model is the brain doing the thinking. Gemma, Llama, Mistral, and Qwen are the main families, and each is better at different things, some at reasoning, some at coding, some small enough to run on a phone. 2. Hugging Face is the warehouse where you find them. You go there to see what each model is good at, check the license, and grab the compressed versions that run on a normal computer. 3. The software is what runs the model on your machine. Start with LM Studio if you're not technical, it feels like a normal app where you search, download, and start chatting. Ollama is the one you reach for when you want to plug a model into your own apps. 4. The workflow is the actual product you build on top of it all. That's what I'm ideating around for some businesses to create. I think local AI just made a specific kind of business way easier to start. Find an industry that: 1. Sits on sensitive data they'd never paste into ChatGPT 2. Does the same review over and over 3. Runs on software from 2003 Then build a local AI tool that does that review on their own machine, so the data never leaves the building! Take home health agencies. Nurses write visit notes all day, and if a note is missing a detail, the billing gets denied or the audit flags it. Here's how I'd start: 1. Find 5 small agencies. Offer to review a batch of their notes for them. 2. Run the notes through Gemma locally (free, private, no cloud). Read every output yourself. 3. Write down the 20 issues that keep showing up: missing vitals, vague med changes, notes that don't support the billed level. 4. That list of 20 is your checklist. The checklist is the product. 5. Turn it into a local desktop app that flags those 20 things before a note gets submitted. You just went from a service anyone could offer to a product nobody else has, and you learned exactly what to build by doing the work by hand first. Same recipe works for restoration contractors (draft the damage report on-site before the tech leaves) and wealth advisors (catch the compliance landmine in a client email before it sends). Basically the framework is sensitive data, repeated review, ancient software. I think there are tons of businesses like this! Almost none of it clicked for me until I actually started using local AI. So if you take one thing from this, go run a model on your own machine once. Also a fun thing to try with your friends. Feel free to send this to a friend. The episode is live for free on The Startup Ideas Podcast (SIP) 🧃 (thanks to Google for sponsoring today's episode and supporting local AI) I feel like local AI one of those things you need to try for it to really click. Run one model on your own machine and you'll see what I mean! I go way deeper in the full 38 minute masterclass, the models, the setup, and the businesses to build. Link below. LINK TO WATCH: OR WATCH BELOW ON X What do you think of local AI?

GREG ISENBERG

32,410 views • 25 days ago

POST OFFICE LAWYER WHO REFUSED TO TESTIFY NOW FACES HER OWN TRIBUNAL Jane MacLeod ran the Post Office legal department from 2015 to 2019. That is the exact window when the organisation was busy defending itself against the subpostmasters it had already destroyed. In 2024 the Post Office Horizon IT Inquiry Post Office Horizon IT Inquiry asked her to come and explain herself. She said no. She offered a written statement instead and argued too much time had passed for her memory to matter. Inquiry chair Sir Wyn Williams offered to pay her flights and hotel from Australia where she now lives. She still refused, in person or by video link. He admitted publicly that forcing her back would need a criminal conviction and possibly extradition. That process would outlast most subpostmasters patience for justice. So she walked. Now the Solicitors Regulation Authority SRA has referred her to the Solicitors Disciplinary Tribunal. The allegation covers April to July 2024, when she failed to cooperate fully with the Inquiry. She is also named as a significant individual in the Metropolitan Police investigation Operation Olympos. When BBC cameras doorstepped her about documents suggesting the Post Office lied about knowing Horizon was faulty, her answer was no comment. A strong move from someone who used to run a legal team built on telling the public the opposite. Over 900 subpostmasters were wrongly prosecuted between 1999 and 2009 because of broken Fujitsu software. Lives and marriages were wrecked while people in her position drafted the legal advice that kept the lie standing. A second solicitor, Nick Gould, has also been referred, over how he charged exonerated subpostmistresses for help after their convictions were quashed. dodging a public inquiry from the other side of the planet while your victims are still waiting for compensation says plenty on its own. Sources: ComputerWeekly Law Society Gazette Post Office Horizon IT Inquiry SRA Nick Wallis

Artur Nadolny

66,184 views • 3 months ago

The Tradingview Source Code Hack: How Claude Code Actually Makes You Profitable building a trading bot in 2026 is less about being a genius coder and more about having the guts to stop letting your emotions drive your portfolio into a ditch. i spent years thinking that code was some secret language for the elite while i was busy getting liquidated on trades that should have been easy wins. the truth is that the simplest piece of automation can be the difference between a blown account and a system that actually grows while you sleep most traders are stuck in a loop of staring at charts until their eyes bleed and then making a panic decision at the worst possible moment. i used to be that guy who spent hundreds of thousands of dollars on developers because i thought i was too far behind to learn it myself. the moment i realized that code is the great equalizer was the moment i stopped being a victim of market makers who can see every single move i make the hardest part of trading is the transition from manual clicking to full automation and that is where most people quit because they think it is an all or nothing game. you do not need a bot that does everything on day one but you do need a way to stop yourself from over trading and hitting the market button like a slot machine. imagine if you could just tell a script to enter a position for you slowly over time so you never have to worry about catching a falling knife ever again the secret weapon in this 2026 landscape is something i call the easy bot which is basically a remote control for your trading discipline. most people use too much leverage and never take profits because their brain tells them it will go higher right before the dump hits. by using a chunking entry system you can tell your bot to buy a position piece by piece which averages your entry and keeps your heart rate low most traders do not realize that exchanges and market makers can see your stop loss sitting right there on the order book like a giant target. if you are tired of getting stopped out only to see the price immediately reverse in your direction then you need to understand the power of a ghost stop loss. a ghost stop loss lives in your code and not on the exchange so the market makers have no idea where your pain point is until the bot actually sends the close order this invisible protection is a game changer for anyone trading on high volatility chains like solana or hyperliquid where the wick hunting is relentless. i learned this the hard way after watching my manual trades get hunted over and over while my automated systems stayed perfectly safe in the shadows. once you have a bot monitoring your positions for you the stress of a potential liquidation basically vanishes because the machine does not hesitate when it is time to exit the real fun begins when you start thinking like a market maker instead of a gambler who is just hoping for a moon shot. instead of guessing where the top is you can set up a simple logic loop that says buy under this price and sell over that price all day long. this allows you to capture the sideways chop that normally drains a manual trader through fees and bad entries while you are out at the beach or focusing on your business breakout trading is another area where manual traders lose their edge because they are either too slow to react or they enter way too late on a fake out. a simple script can sit there and monitor price action 24/7 with more patience than any human being could ever dream of having. when the breakout actually happens the bot triggers the entry in milliseconds while you are still trying to unlock your phone and open the exchange app i started learning to code live on youtube because i wanted to prove that anyone can do this if they are willing to iterate to success. it is not about getting it perfect on the first try but about building the foundation with functions that get the position and check the token price. every single bot i run today is just a combination of these basic building blocks that i have refined over the last five years of building in public if you are still trading by hand you are essentially bringing a knife to a gunfight in a market that is increasingly dominated by ai and high frequency systems. my goal with the road map and the open source code is to give you the same tools the big players have without you having to spend a fortune on devs. code allows you to backtest your ideas against historical data so you can see if your strategy actually works before you risk a single dollar of your hard earned capital the journey from a hand trader to a pseudo automated trader is the most important step you will ever take for your financial freedom. as you start to automate your entries and exits you will notice that your life gets better because the machine handles the boredom and the stress. eventually you will find that you are no longer chasing the market but instead you are letting your systems do the work while you live your life the way you want to i believe that the era of the manual retail trader is coming to an end but the era of the retail coder is just getting started. through the pain of my own liquidations i found the path to automation and i am never going back to the old way of doing things. keep building and keep iterating because the great equalizer is right there in the terminal waiting for you to take control of your future

Moon Dev

38,657 views • 7 months ago

The ZOOMED IN FOOTAGE shows it clearly. Cody Harper is halfway to his feet, still stumbling up from a beating, when an officer rushes him and pins him against the shutters. She never says she's police. He's in pure fight-or-flight, still thinking it's another attacker. So he swings to get free. That's it. That's the whole crime they're taking him to court for. He's at Birmingham Magistrates Court on JULY 23. That's a first hearing, not the trial. He enters his plea, and if he pleads not guilty, he can take it to a JURY. Twelve ordinary people, watching that same footage. Prison is unlikely for a first-timer. But that was never really the point. A conviction still leaves him with a criminal record, and depending on how it goes, that can trail him for years, turning up on the background checks employers run before they hand you a job. For a lad who was jumped in the street, that's the real cost here. Not a cell. A mark against his name he did nothing to earn. Now the bit that should stop you cold. Watch the SECOND officer. She walks straight up to the men who beat him, has a word, and lets them stroll off FREE. Then comes back and helps arrest the lad they attacked. Those attackers? Weeks on. Never even arrested. 1:30am, Broad Street. Cody, 20, is set on by a group. One floors him. Another swings at the back of his head. The police are right there. They don't chase the men doing it. They grab the VICTIM. Then the officer snarls at him, you're going to walk to the car, you f***ing dick. Try that in the street yourself and see how fast you're nicked. Then came their statement. No concerns over the officer. And please, stop sharing the footage. So X's own readers pinned a note under it. The footage disproves the police's account. Share it far and wide, to get justice for the man arrested. Fourteen million have seen it now. The police asked you to look away, and the public fact-checked them on their own post. This force is in special measures. Graded INADEQUATE on investigating crime and protecting the public. HALF the investigations inspectors checked had failed. They may have failed to log 46,000 uses of force. Their Chief Constable walked out in disgrace in January. Their crime-prediction tech gets it wrong 8 times out of 10. It’s not just Birmingham. Forces everywhere got flooded with green recruits in a hiring rush while the experienced ones walked. Training and vetting couldn't keep up. So now young officers with barely any life experience are making split-second calls they aren't ready for. Then there's the guidance. After Henry Nowak, the police are reviewing their own anti-racism policies, because officers are so busy second-guessing the optics of race, they miss the job right in front of them. Protect the victim. Arrest the attacker. Remember Nowak? Handcuffed as he lay dying, because his killer cried racism first and they believed the liar. Same instinct. Grab whoever looks like less trouble. Miss the actual crime. That's not one bad officer. That's a broken force, green recruits, and a rulebook with its priorities upside down. They found time to charge him. They still can't find the men who beat him. Nobody's had a trial. Cody's owed his day in court like anyone. Say that plainly. But watch that second officer let his attackers walk, read the note the public stapled to the police's own words, and ask yourself one thing. Who are the police actually protecting here. Because it isn't him.

BanksyCat

117,044 views • 2 months ago

🇬🇧 WELCOME TO THE UK: WHERE FREE SPEECH GOES TO DIE Comedy writer Graham Linehan thought he was flying into the UK. Turns out he landed in a police state with better branding. Within minutes of arriving at Heathrow, 5 armed officers swept him up - not for smuggling drugs, not for carrying a weapon, but for 3 posts on X. Welcome to Britain, 2025. Where the police can’t find your stolen phone, but they’ll find your sarcasm - and arrest you for it. Meanwhile, knife crime in London continues its yearly ascent like it’s trying to qualify for the Olympics. Phone theft? Epidemic. Moped gangs? Thriving. But don’t worry - the Metropolitan Police are on the case... the case of someone making jokes online. Because nothing says “public safety” like sending a tactical unit to deal with a man who offended people on social media. Nigel Farage, never one to miss a fight - or a camera - has taken the circus on tour, landing in Washington to tell Congress what’s going on across the pond. Farage called out Britain’s draconian speech crackdowns and warned America not to follow the same authoritarian breadcrumb trail. He even name-dropped Linehan and Lucy Connolly (jailed for a race-hate post), using them as examples of the UK’s shiny new national pastime: criminalizing opinion. Cue Keir Starmer melting down in Parliament. The Prime Minister erupted, accusing Farage of “badmouthing Britain.” God forbid someone hold up a mirror. Starmer’s pitch seems to be: “We love free speech - unless you use it.” His government is fine with protest, as long as it’s polite, silent, and pre-approved. And if you don’t like it? Clearly, you hate Britain. Even Starmer’s own ministers are starting to look uncomfortable. Health Secretary Wes Streeting offered the only adult comment in this mess: “Police should focus on streets, not tweets.” Too bad common sense is a minority position in this government. The bigger problem is this: Britain isn’t just sliding into censorship. It’s goose-stepping there with legal cover and media applause. Laws like the Online Safety Act were sold as protections against harm. In practice, they’re blunt instruments used to silence the wrong kind of opinions. And the police? They’re stuck enforcing vibes, not violence. This is how freedom dies - not with a bang, but with a knock on the door over a meme. Britain has become a place where the government’s idea of justice is prosecuting speech while violent crime goes largely unchecked. And any attempt to raise the alarm gets met with finger-wagging and patriotic gaslighting from the PM himself. But here’s the truth Starmer doesn’t want to hear: defending free speech isn’t “badmouthing Britain.” It’s trying to save it. Sources: Sources: Reuters, The Guardian, The Times, BBC, AP

Mario Nawfal

42,036 views • 1 year ago

here's how you can do local seo for $100 in 2026 and outrank 90% mfs out there the $100 stack, itemized: citations and foundational links from LocalRank.so, indexing for basically a dollar with indexchex, tier 2 links pointed at the citations for $10-50 depending on the provider, and the website runs free on github, vercel and cloudflare, $10 if you need the domain. all in you're spending $31-71. every good SEO pulls the same simple levers, the complicated stuff is theater to justify a fat retainer. the sequence matters more than the spend. citations first with consistent name, address, phone number, then index every single one because an unindexed citation does nothing, then tier 2s pointed at the citations, never at your own URL. wait one to two weeks and let it marinate. pillow links fill the gaps: ask claude or codex for a hundred industry directories in your niche and city, list yourself everywhere. and if you can stretch past the hundred, a better business bureau link is getting cited like crazy in AI search right now. the website is basically free now. before AI it wasn't unrealistic to spend thousands, now github plus vercel plus cloudflare whips one up in an hour. taxonomy is who you serve and where: bookkeeping for construction companies in fort worth is a page. the organic build won't guarantee number one in maps, it raises the floor and catches everyone who skips the map pack. and tristan's noticed organic climbing seems to drag the GBP up with it, an HR client with four reviews watched her maps rankings follow her organic. no google business profile? that's the one thing $100 can't solve, but it's cheaper than you think: call around for dormant commercial offices, most charge $500-800 a month, and haggle. "I know this has been sitting empty, I just need it for a month" works more often than it should. reviews are still the entire game and the tactic is going analog. friends and family first to get the ball rolling. in unsaturated niches 3-5 new reviews a month gets you in the door. in home services where competitors have 300-1000+ reviews, the play is door-to-door free estimates: give the free roof inspection, and when you're face to face say you're trying to get your name out and would appreciate a review. never text it, never email it. ask in person, make it as hard as possible to say no, and hand them the phone right there. the receipts: the vet clinic owner literally became the receptionist, sat there texting and asking every happy customer for a review, paid nothing, and average positions moved up across the board in one week with tracked keywords sitting at 1, 2 and 3. he just hired six people for the demand. the physio clinic hit almost 700 business interactions in 23 days, nearly double april, and active rehab near me jumped 18 spots since the last scan. both businesses are hiring like crazy. total spend: under a hundred bucks plus sweat. full $100 playbook with Tristan Zheng | SEO Consultant, and we just took on local business owners in local rank academy to run the same system tracked in public. watch/listen ↓

Jacky Chou (buying online businesses up to $1m)

12,699 views • 10 days ago

🚨NEW: Candace just released blurry footage of Tyler Robinson on the roof shooting Charlie Kirk — and somehow this helps her case? She ridiculously claims a .30-06 would "take out your shoulder," a scope would leave you with "a black eye," and describes crawling with a rifle as some sort of elite military maneuver. Candace Owens's footage is blurrier than the original FBI footage because it's a camera recording a screen. But look at what she actually showed us: Tyler Robinson, prone, pointing a rifle at Charlie Kirk — then getting up and running the moment Charlie was shot. Of course the footage doesn't show his face. It was never going to. Wide-angle camera, across a parking lot, and he wore sunglasses and his white-logo Hurley hat the entire time he was on campus. They don't need his face. They have corroborating evidence: -Confessed over text to his boyfriend -Confessed on Discord -Confessed in a handwritten note under a keyboard -His parents identified him from the footage, then he confessed to them too — they called a former deputy, and he turned himself in for murdering Charlie. -He described exactly how his rifle was hidden — wrapped in a towel — before that detail was ever public. That's the same rifle later recovered wrapped in a towel in the woods near campus. -His DNA. His car at the scene. His phone's Google Maps data placing him there with a direct route back to his home. The Dremel tool used to etch messages on the bullets found by his rifle and at his home. -The medical examiner recovering fragments of a .30-caliber class bullet in Charlie. There's more evidence here than in most murder convictions — and we still haven't seen what they pulled from the search warrants on his phone, iCloud, Gmail, Discord, and dashcam. So all Candace did was release blurry footage of the shot itself and call a basic crawl while holding a rifle an attempt to imply this was a trained professional, and therefore couldn't be Tyler. Wouldn't a professional shoot center mass or head? Tyler's own parents instantly recognized him. But somehow Candace has spent ten months telling millions of people she's 100% sure it isn't him? Shoutout to Paramount Tactical - Gary Melton for the elite baby crawl footage — give him a follow!

KanekoaTheGreat

111,532 views • 2 months ago

If you’re a US citizen: Do you know why your name appears IN ALL CAPITAL LETTERS on your drivers license & every other important document? When you find out why you’ll be enraged, but when you find out what you can do about it you will be elated beyond words. Among other things: - you’ll never have to pay income taxes again while maintaining all of your social security benefits. It is 100% legal, safe, & easy to do - you can get a 5 star passport that allows you far more powers than the 3 star passports all of us serfs have been walking around with this whole time - you will never have to deal with local police ever again. You can legit drive 200mph & if they pull you over you can literally just say hi officer I’m not engaged in commerce & I do not deal with local police officers… and they literally just have to say ok & do nothing. Side note: wait till you find out why speeding tickets say “offer” on them 🤯 There are COUNTLESS other things. These are just a few quick examples, & the pièce de résistance is something so truly mind bogglingly incredible & stunning that your jaw will smash the floor so hard you might break half of your teeth out when you find out what it is. I’m well aware this all sounds completely insane & you’ll be thinking that there’s no possible way any of this can actually be true, but I have spent the past two days thoroughly looking into all of it & I can assure you that it’s 100% legit. Also, all of the information on how to do all of this stuff is available completely for free. There are no catches & no one’s trying to profit from sharing it with you. It’s literally just people including brandon have figured this stuff out & feel compelled to share it with everyone else who’s been getting bent over and fucked by the U.S. government for their entire lives. So I would HIGHLY recommend watching the podcast I’m linking directly below this post (or don’t if you’re too riddled with cognitive dissonance to even look into it) so that you can get a good introduction to all of this stuff & learn how to start taking action on it. It will permanently change your life for the better if you’re a U.S. citizen in ways that you can’t even comprehend. I also highly recommend following all of the guys on this podcast & subscribing to it - Phone Booth Productions on Spotify & Rumble. It is easily one of the absolute best podcasts out there for anyone who wants to learn about all of the truths that are being hidden from us 👊🏻💯 Ted Logan @Death6102 @BillSEsquire_11 PB-500 And follow Brandon Joe Williams - the guy who was dropping all of this sauce on this episode. He’s been leading the charge on figuring all this legal stuff out & getting the information out there to everyone. The link to the full podcast will be directly beneath this post. If you reply to this post asking for a link to the full video I’m going to call you a retard & then mute you because you didn’t even read the post before lazily attempting to waste my time asking for a link.

matthew

244,368 views • 2 years ago

Update on Parallel studios // Parallel TCG The brand-new, overhauled user experience for Parallel TCG is now complete, shaped by community feedback and refined through extensive optimization and game design. A significant amount of work has gone into elevating the game to the standard of world-class traditional TCGs. We are excited to bring it to mainstream mobile distribution platforms in the coming month through a global rollout across iOS and Android alongside the release of the next expansion set, Haven, and Parallel TCG World Championships Season 2. Parallel Colony We presented Colony at GDC in San Francisco at Google Cloud invitation, where it received a very strong response from the market. We are now in the final stages of completing the build and content ahead of a public iOS and Android release, currently targeted for April. Questions have come up around Colony’s visual resemblance to the lane-runner format often seen in mobile ads. That is a deliberate strategic choice, based on the fact that these formats remain among the few that continue to scale efficiently in mobile user acquisition. At its core, Colony is an AI-driven 4X title built with a deeper level of polish that we believe sets it apart from much of what is currently available in the market. Sanctuary We have slowed development on Sanctuary in order to prioritize the releases of TCG and Colony. Sanctuary remains a long-term project for us, but beyond the playtests we have already run, we are not setting hard timelines or release commitments at this stage. Wayfinder / AI AI is emerging as one of the most important technology shifts globally, driven by the rapid advancement of LLMs and autonomous agents. We believe this transition will create significant new infrastructure needs, and we have a number of internal AI initiatives underway to position ourselves accordingly. More will be shared on these initiatives in due course. Wayfinder Foundation 🧭 has shipped several functional upgrades, but we see a much larger opportunity for it to evolve into critical infrastructure for agents. We are also continuing to expand the utility of Prompt and explore adjacent use cases that we believe can unlock meaningful value for the broader market. As capital, attention, and product innovation increasingly converge around AI, our focus is on building tools that can serve as enabling infrastructure for that shift. SDK: Autolab: Cloud agent launcher: Skill: Kaparthys Loop x Defi: Try the Wayfinder skill on your OpenClaw instance today — just paste this to your bot: install the wayfinder openclaw skill by git cloning to our skills directory, read the skill.md and take me through the setup process. Outlook Over the near term, our focus is on execution across both gaming and AI. In gaming, the releases of Parallel TCG and Colony mark major milestones for the company, and we are eager to see how these titles perform from a growth perspective once they are in market. While sentiment across gaming remains soft, we believe differentiated, high-quality products can still find traction. On the AI side, our focus is on finding product-market fit for both Wayfinder’s role in enabling on-chain AI to interact with blockchains and for a new tool we have been developing around broader agent utility. The AI market continues to evolve at an extraordinary pace, and we are actively testing where these products can deliver the strongest utility and market relevance. We have been developing something new that leverages Wayfinder but has broader applicability, and we are actively testing it before bringing it to market. More will be shared as things progress.

//Kalos

14,525 views • 6 months ago

The 3rd world ruined X algorithms & payouts have rewarded the lowest quality content from the laziest "creators" sharing the same clips w/ no added context The more you try to create original content, the less you see growth, financial incentives, & often can't find your audience that already follows you Social media used to be about expressing authenticity & that's why people loved it. The public followed you to hear your genuine thoughts & understand how you came to those conclusions. Every niche was available. One day you could give a rant on the Iran War and the next moment you could be playing piano. It was never about the money or clout. YouTube's own motto used to be "express yourself" But then the money started flowing, the followers started rising, advertisers & governments demanded censorship to remain "brand safe" and greedy people saw the opportunity to produce content like they were a machine instead of a human being. Corporations soon followed to control the "talent" and now our online experience is a curated algorithm intended to lower our IQs and keep us consuming low quality content that fries our dopamine receptors. But it seems people are picking up on the scam. The 3rd world came on the coat tails, feeding us AI fruit videos and AI voice over movie clips - as a result the consumers are checking out. What was meant to be an answer to challenging the MSM & providing personalized content Hollywood refused to deliver ended up becoming the new mainstream slop factory. "Creators" are now just actors putting on a show & it's clear the public understands what happened, rejecting the current content & instead going back to the movies, watching Apple TV & focusing on health / wellness in the real world. At least with Hollywood you know what you're consuming is fake, there's no LARPING trad wives or bald red pill gurus giving you pointless advice that clouds your mind with black pills & fantasies of life you'll never live. But something is changing in all the authentic producers of online content still lurking in the shadows of the broken code poisoning boomers on Facebook & impressionable minds on TikTok. They're realizing that re-hashing the same Fox News clips on X or following the same dance trends on Instagram are neither fulfilling personally nor adds anything meaningful to the world The desire to hear real people, genuine opinions, and explore interests outside of politics, gossip, & nothingness seems to be brewing in the masses. I'm not sure where this industry is going, but I'll never give into the temptation to sellout and stop being a real, openly flawed, complex human being. We are so online and attached to this toxic simulation we often forget to remain grounded. The fix to this is focusing less on the conversations the algo is pushing, stop comparing yourself to people who are faking their day to day, and start becoming a better version of yourself, whether you're posting content online or not. Privacy is a thing of the past with Flock cameras, data centers, & self driving cars with AI cameras built into the cabins. But one thing we've lost and need to gain back, is improving our genuine selves for the sake of finding peace and aligning with God's plan for our lives. No audience needed. The world isn't worth trying to please. The social media algorithms aren't our God. A virtual rebirth is upon us. Don't miss out by staying black pilled. Instead of likes, followers, & constant breaking news - pursue spiritual wholeness, physical wellness, quality relationships IRL, & explore the things that drive creativity, help you express your heart, and are the pillars of Western Civilization. The next renaissance isn't in a great hall or public square, it's inside your heart, soul and mind. So I'm just going to continue posting online who I am in the real world. Take it or leave it. Life is better lived free from corporate control, financial handcuffs & to please people you've never met that will never accept the real you. Spontaneous song writing is one of my favorite things to do every day in between tasks, going to share more of it because the news cycle takes more from us than it gives. Music is healing. Find what you love to do and share it with the world so content gets back to what it was intended to do, connect & unite us in our isolated little lives.

ELIJAH SCHÄFFER

18,213 views • 1 month ago

Maple is preparing for the release of a co-working agent. You install it locally and it works with your files, whether it's office work or building websites and apps. It's a turnkey solution, as easy as Claude Code, that keeps your data secure and private, no data sharing with closed AI labs. This is THE sovereign AI app for individuals and businesses who want powerful AI while retaining ownership of their information. Why build an agent into the Maple app when other agents already exist? Easy, we want to give you control over your work. We don't have a business plan that incorporates making money off our users' data. In the age of AI, your information, whether it's personal or company trade secrets, is the single thing that differentiates you from everyone else. We all have access to AI that can build a professional website for selling shoes. But your strategy and network for how you sell shoes should not be shared with your competitors. Sovereignty is the path to protecting what makes you, you. Maple sits at the intersection of Usability and Sovereignty. Maple gives you the best tools that are both easy to use and maintain your data sovereignty. Sovereign for one, sovereign for all. It has been a journey to get here. We brought to market the very first personal chatbot with end-to-end encryption using TEEs in late 2024. Prior to that there were proofs of concept but no full product offerings. Every other AI chat product on the market handled your data in plain text, either selling you a service to get your data or asking you to trust that they won't snoop on you. Quickly people found Maple and latched onto its open-source code and verifiable encryption. We didn't stop there. You may remember earlier this year we teased a product called "Maple Agent" and opened up a waiting list. That product is a mobile app that acts as your AI "friend", maintaining one long continuous chat, and getting to know you over time. I dislike using the word "friend" there, but it's the best way to convey the UX in a few words. AI is a tool, always has been, always will be. Any kind of friendly personality on top is just synthetic. In our testing, the UX of Maple Agent is really powerful for what it does. Think about the many short AI chats you have in your favorite app, whether it's looking up a historical fact or asking advice about a topic. With Maple Agent, those all go away in favor of the long-running chat with the friendly agent. It's like you have your own personal assistant who knows you so well and can look up anything for you. When I ask AI certain questions, I want to ask an expert who already understands my situation so I'm not repeating myself for the 100th time. That's the amazing value the personal agent brings to the table. We still see great utility for a personal agent like the "Maple Agent". Thousands of people on the waiting list, hoping to get their hands on it, agree that the concept is worth exploring and trying out. We were constrained in launching it due to a few circumstances, one of them being access to the scale of compute needed to power it. We have a clear path laid out for how to get there, but today is not the day to execute on that. It will be in the near future. Instead we have a different agent ready to go that we think is also incredible. We now have an agentic harness inside of the Maple Research app. This thing is a powerhouse. It even builds and publishes its own software releases. The agent in Maple Research works with your local filesystem, speaks to the largest open models running in TEEs, utilizes local models for certain tasks, is compatible with MCP tools, has an API for connecting to anything you need, and also supports the ACP protocol, which means it can be extended in the future to speak to other tools like Claude Code, Codex, and local models running on your own hardware. A big unlock for us was the Goose Development Kit, which powers the core of our agent harness. More on that to come as we publish articles and documentation later about the agent. The agent inside Maple Research doesn't have a name. At least not yet, not sure if it ever will. For now we call it "Chat Mode" and "Agent Mode". Think of this as the workhorse, the truck, the heavy lifter. Our other "Agent", the phone app, is your sidekick in your pocket, ready to help with quick things and ongoing conversations about life. I am incredibly excited about the Maple Research Agent. While I'm already seeing great results using it for internal work items, I'm especially thrilled about the personal health and wellness work it's doing for me. I know there are plenty of apps out there for compiling wellness data, but I'm having it build a tool tailored specifically for what I need, without the extra fluff. And none of my health data is being donated to the closed AI labs or sent to advertisers. I know that the AI logic is not being silently adjusted to fit the whims of a large corporation that has paid for product placement. It's me, state of the art AI, and my data. That's how I want it. Maple's new agent makes that possible. We can't wait for you to try it out. If you want early access, comment here, email us, reach out in some way. To those on the other agent waitlist, you're already in the queue. Thanks for reading this lengthy update. :)

Mark

46,904 views • 2 months ago

Most social media tools suck. (I've tried them all over 7 years of doing this). They claim to help you go viral. They claim that you'll grow fast on social media. They claim that they'll make it easy on you, so you can just grow your following without having any form of skill or understanding. And now they're trying to go fully agentic, which only works if you know what you're doing (we'll talk about that later, we built the MCP for social media). Plus, when everyone has an advantage, it is no longer an advantage. I promise you, I love AI, but having it write everything for you, especially as a beginner, is a death sentence. You may get lucky and have one, two, or three posts do well. You may gain a lot of followers (because that's what they promise to get you to buy), but then what? Can you replicate it? Does your audience actually care about who you are? Or are you just a one hit wonder like every other creator who tries to get-followers-quick? The creators you love... the ones who put out ideas that actually change your life, understand that the creative process (capturing, resurfacing, and synthesizing ideas) is your competitive edge when everyone is racing to put out as much slop as possible. So we built an actual solution. For the people who know deep down that the toys and gimmicks being marketed to you aren't a long term strategy. It's called Eden. The second brain for creators. It has every scheduling, analytics, auto-dm, and outlier research (for all platforms) features that everyone else has - built by someone who knows what's useful and what's not. But it also has the ideation process built in, which cannot be skipped. Here's what it looks like, and how to write a post people actually care about: 1) Save inspiration from anywhere (and read + highlight) Capturing ideas, posts, links, and highlights inside of an agent or AI chat sounds like hell. Not everything needs to, or should be, jammed into a chat UI. In Eden you can: - Paste any social post link (we transcribe any post) - Integrate with Kindle, Snipd, or Readwise - Pull in X or Substack bookmarks - Jot down quick ideas or write inside docs - Open any YouTube transcript or article in Reader mode and highlight it We auto-categorize and tag everything for you, so our Deep Synthesis agent can find novel connections and relations across your library - making it easy to surface idaes you thought you lost. 2) Research what's working, study top creators Outlier tools are the bread and butter for every creator. When you do research for a YouTube video, you look for high performing titles and thumbnails, and you study what worked for others. But what about every other platform? We have a social corpus of 3m+ posts across all platforms and growing. You can scroll the Discover page for inspiration, search any creator and filter by top posts, or use Deep Social in the AI chat to search across all of them. This is what gives the MCP access to trending topics without scraping millions of posts yourself. 3) Create with everything in one place, build swipe files I don't think I will ever give up writing. I love sitting down in the morning, opening up a page, researching good ideas, and turning it into something worth sharing. In Eden, you work on Boards. You can paste social posts and build shareable swipe files, or you can add your outlines and drafts while having your library, chat, or ideas open right next to it. 4) Chat with anything to get the information you need Claude and ChatGPT are essential, but they are blind. They can't read social links. They can't see what's trending. When you're writing scripts, articles, posts, or drafts - you need to be able to pull information from the sources you research. In today's world, that usually means social posts, YouTube videos, and articles. 5) Draft, schedule, and publish to all platforms X, Instagram, LinkedIn, Substack, Threads, TikTok, and YouTube shorts. And yes, we are one of the first to support article scheduling to X and Substack. You don't have to copy paste to every platform anymore. You simply write, schedule, and let it go out to all platforms. 6) Or do it all from the MCP I don't believe that the future of content is fully agentic. But, that doesn't mean that AI can't help with researching top posts, ideation, and scheduling content. You do the writing and thinking, let AI handle the busy work and resurfacing of ideas you need to find. With Eden, you don't need to give up your Claude, Hermes, or other agentic workflows. You simply connect the MCP and now you can build your own agentic content system, if that's your cup of tea. Eden is the Social Media MCP. You don't have to pay for scrapers anymore. You can finally access trends, any social link, and any account. You can access your analytics, build content dashboards with our infrastructure (that you don't need to maintain as a full time job), and post. We've actually built 4 skills for deep topic research, personal brand strategy, building a content command center, and more - we'll link those below. All in all: If you're a creator, Eden is your base. It's where you write, research, and publish every single day. Try it free below:

DAN KOE

133,459 views • 1 month ago

Why Opus 4.6 Is The Final Boss Of Algorithmic Trading (Full Bot Build) the day of the human trader is officially over and most people are still staring at charts like it is 1995. wall street is terrified because the barrier to entry just got deleted by a piece of software that can outthink a stanford graduate in seconds. they want you to believe that you need a multi million dollar education to compete with the big banks. they want you to stay stuck in the cycle of emotional trading and leverage because that is how they pay for their hamptons houses. but there is a specific reason why every retail trader is about to become obsolete unless they pivot right now. i am going to show you exactly why your current strategy is a mathematical death trap and how a single jump in technology just changed the game forever every time you sit down at your computer to draw lines on a chart you are entering a gunfight with a toothpick. the institutions have been using high frequency algorithms for decades while you are trying to guess which way the candle is going to move based on a feeling in your gut. it is not a fair fight and it was never intended to be. last year we were looking at models that could barely handle basic logic but now the intelligence has scaled to a point where the machines are finding edges we did not even know existed. there is a ghost in the machine that is pulling out strategies with sharp ratios so high they look like typos. if you do not understand how to harness this power you are essentially donating your capital to the people who already have too much of it i spent hundreds of thousands of dollars on developers because i was too scared to learn how to code myself. i thought that being the idea guy was enough and that i could just hire people from upwork to build my dreams. i got rinsed for years paying for apps and bots that did not work because i did not have my hands on the wheel. it took losing a massive amount of money through liquidations and over trading to realize that nobody was coming to save me. i had to become the person who could build the systems or i was going to be another statistic in the graveyard of traders who thought they were smarter than the math. once i finally sat down and forced myself to understand the syntax everything shifted and the world became a giant playground of data the truth is that code is the great equalizer because it does not care where you came from or what school you went to. i got held back in seventh grade and my teacher told me i would not make it around here. that kind of talk is meant to keep you in your place but the computer does not have a bias. if you can write the logic the system will execute it exactly as told regardless of your background. we are living in a time where a kid in a basement can build a system that rivals a hedge fund because the big tech companies are subsidizing our intelligence. they are spending hundreds of billions of dollars on infrastructure and we are the ones who get to reap the rewards of their competition most people fail in this game because they fall in love with a single idea and refuse to let it go even when it is burning their account to the ground. they spend months or years trying to make one indicator work when the data clearly shows it is trash. you have to drop the ego and realize that your intuition is probably your biggest liability. the secret to winning is iterating to success by testing a hundred ideas until you find the one that actually sticks. i call it the rbi system which stands for research backtest and implement. if you skip any of these steps you are just gambling with extra steps and the house always wins in the end research is where most traders get lazy because they just want a magic bot that prints money while they sleep. they go to youtube and find some guy promising a ninety percent win rate with a rsi crossover. that is not research that is falling for marketing fluff designed to sell you a dream. real research happens when you dive into white papers and study what the quants are actually doing on wall street. you look for market inefficiencies like liquidation clusters and cross exchange discrepancies that are hidden in plain sight. by the time you finish this process you should have a list of ideas that are grounded in reality instead of wishful thinking backtesting is the filter that saves you from losing your life savings on a bad hunch. most people use tools that repaint or give them false confidence because the data is not being handled correctly. if you are using a basic charting platform to see if your strategy works you are likely seeing a version of history that does not exist. you need to use raw python libraries like backtesting py to see the cold hard truth of how your logic would have performed. when you see a drawdown of thirty percent on paper you realize that using ten times leverage would have deleted your account five times over. the math does not lie and it is the only thing that can protect you from your own greed the most dangerous drug in the world is leverage because it makes you feel like a genius right before it makes you a pauper. i have watched two billion dollars get liquidated in a single day because people thought they could predict the bottom with fifty times leverage. the exchanges can see exactly where your liquidation price is and they have every incentive to push the price there to hunt your liquidity. you are playing in a casino where the house can see your cards and they are actively trying to take them from you. the only way to win is to stop playing their game and start using limit orders to save on the fees that are slowly bleeding you dry it is funny how much money people will spend on food and entertainment but they will hesitate to invest in their own education. they will spend a thousand dollars on a weekend out but will not put that same money into learning a skill that could provide for them for the rest of their lives. money is just a tool of exchange and it always replenishes if you are providing value to the world. if you spend your capital on knowledge you are buying back your time and your freedom. i decided to live my life on youtube and build in public because i wanted to show people that a regular guy could do this. now i have fully automated systems trading for me while i sleep and i never have to worry about getting licked by a sudden market move again chasing the greats like jim simons is not about the money it is about the mastery of the system. he ran up a net worth of over thirty billion dollars by doing exactly what we are talking about here. he did not stare at charts all day and hope for the best he built models that exploited the mathematical laws of the market. he was a scientist first and a trader second and that is the mindset you need to adopt. if you are not approaching this quantitatively you are just a gambler who happens to be sitting at a computer. the goal is to become a quant researcher who happens to have robots executing their findings the transition from hand trader to automated builder is the most liberating thing you can do for your mental health. you go from waking up in a cold sweat checking your phone to waking up and checking your logs to see how the system performed. even if the day was red you have data that tells you why and you can use that to make the system better tomorrow. it is a process of constant improvement and refinement that never really ends. you are building a legacy of code that will continue to work for you as long as the electricity is running. i am not afraid to die on a treadmill because i know that i will outwork anyone who is just looking for a shortcut if you are still on the fence about whether or not you can do this just remember that i was exactly where you are. i was losing money and feeling like the market was rigged against me because it actually was. i had to decide that i was going to change my environment and take control of my own destiny. you have the same opportunity right now to pivot and start building your own automated future. the models are getting better every single day and the barrier to entry is lower than it has ever been in human history. you just have to decide to lock in and do the work for a thousand days until you become undeniable there is no better feeling than finding a strategy that has a sharp ratio over ten and knowing that you built it with your own two hands. it is a moment of pure clarity where you realize that you are no longer a victim of the market. you are the architect of your own financial reality and the possibilities are literally endless. i am going to keep sharing everything i find because i believe that we can take on wall street together. as long as i am breathing i will be stepping on the gas and pushing the boundaries of what is possible with code. welcome to the family and let's get after it because the machines are already running and they are not waiting for anyone

Moon Dev

46,677 views • 7 months ago

Moneytaur study blueprint 🗺️ The process I used to go from not knowing what an order block is to pulling cash from the crypto markets in under 6 months using 🎯 Master concepts. Proof of performance, past 120 days👇 Start date: 09/03/2025 Requirements: - A PC/laptop - Wifi - A basic understanding of trading. ( What candlesticks are, how to actually place trades , etc ) - A free mind - Time or the ability to free up time. Starting: - Structure and routine - Stick to that routine + Pre mortem plan. - Notion / Obsidian setup. The first thing you need to create is a clear routine moulded around how you intend to approach this very large and complex task. This will not be linear and you will naturally adapt it as you progress but especially in the beginning some resemblance of structure each day is vital. This is an individual process but it is important to understand from the beginning that this will require a majority of your free time assuming you work a full time Job or study as a student. For me in the beginning this looked like: - Wake up at 6:30. - Shower - Study/work for 1h 45m before leaving for work. - 09:00 -> 17:00 work - 17:30 Exercise / Train - Eat - 19:00 resume study/work - 22:30 Start to wind down and get ready to sleep. It changed several times over the months and especially now I am full time but this is irrelevant, the only thing that matters is sticking with what you choose. Whatever your own routine may look like, it is important to understand it will inevitably require sacrifice. --- The next thing once you have established a draft framework of your routine is ensuring you will actually stick to that routine. Something I implemented which I found particularly beneficial was the concept of a Pre-Mortem plan. This involves creating several scenarios of a future in which you have failed and working backwards from each of these to find where it went wrong. Here is a video which explains it fully: When I did this I came up with 3 scenarios as well as prevention and cure for each. In the 6 months that followed each scenario presented at some point but I was able to catch them early due to having done this. The last thing is to not over complicate this, don't hyper focus on systems and loose momentum optimizing each detail. Just ensure you do the fucking work. I was a little guilty of the above at times, trying to craft the perfect routine. In reality the person who just gets up, drinks too much coffee and works his ass off out performs the workflow perfectionist who visualizes and repeats affirmations, any day of the week. --- Next you need somewhere to store your notes, journal your trades and build your knowledge. For me this was Obsidian but I have also used Notion before and it is an equally viable option. Whichever one of these you choose be warned you will inevitably want to bang your head against a wall trying to use them for the first few days, but they will both click pretty quick and are 100% better options the word document or paper alternative. Here is my full obsidian setup tutorial: Here is a link to MisterPA 's notion Journal: Here is how I create "Meta-Notes" using obsidian: The process: - How I did it. - How I would do it if doing it again. Now I did things the "hard way" and manually worked my way back through each of MT's tweets starting in 2021, reading every one and logging those that I felt where relevant. You can see in my first post: the very first system I used to do this. I quickly adapted though after about a week and focused less on just logging each relevant tweet but trying to find and focusing on those which contained the most information. There where a lot of charts I looked at then skipped over because especially at the start of his timeline they contained little useful information and my time was better spent finding those where there was something to decode. Now this does not mean skip out on "work" just use your time efficiently. -- If however if I was to start from the beginning again with the goal of levelling up technical understanding as quickly as possible I would take a different approach. To start with I would familiarise myself with all relevant SMC concepts, I have linked the best free recourses for this below 👇 CryptoChase beginner friendly index: Barncore's "The Moneytaur Way" series: Gian's Trading bootcamp playlist: Following this I would then work through all of Taur's subscription posts working backwards, recreating his charts and taking notes on his logic. The subscription feed has the highest value density and least noise. Video example of my notes from his subscription posts 👇: --- Okay so now once you have a basic understanding of concepts and can re-recreate them on charts of your own it is time to put this in to practice. The next step is vigorous backtesting, you can use the trading view tool but I think trade Zella offers a more use friendly option if you pay for the subscription. Especially as it allows you to change timeframes without skipping ahead to candle close time of the timeframe you change too ( like Trading view does ) *my only note would be that their LTF/Micro TF data feed with be different to brokerage charts you will use on Trading view, to start with though you should not be going low enough that this is an issue. When you backtest in this context, treat it like real trading. That means journal and logging like you would if real cash was on the line. Take time, do not rush and focus on quality. Stick to BTC, ETH, Major FX pairs or indices as these assets are less reliant on confluence, backtesting a shitcoin is near useless as whether levels work or not will be highly dependent on Majors PA. Go on HTF, scroll back a couple years and try not too look at chart while doing so and then begin. Start with HTF analysis and work down to 2H or wherever you feel comfortable, chart it fully and then identify setups. Make rough notes / plans and then press play, execute the setups as they hit, log and journal trade management as well as observations and key notes. It is very important to not cheat when you do this, do not skip back and adjust your stoploss because it hit by 0.1%, do not skip back and adjust plan because you missed a block and your TP got frontrun. Instead these are the things you journal, embrace these mistakes because they are the cheapest mistakes you are going to make. Grind this, do it for hours, put some music on and enjoy. To start with focus on HTF's, as you get better and start netting $ on paper you can drop the timeframes and increase the difficulty. HTF = Normal, MTF = Medium, LTF = Hard. Even if you do not intend to day trade, learning how to read the lower TF's that force you to think faster, harder and prepare you for lower win rates / loss streaks can greatly improve your ability on higher TF's. While you are doing this as you start to have concepts click you now want to build up your real trading experience, take a sum of money that you care about but will be okay loosing and dedicate this to live trading. Start taking real trades and expect net losses in the beginning. This is where you will make you 2nd cheapest mistakes. This is also where you can begin to learn about your psychology. You may encounter some elements already in backtesting but the real market is where true colours really start to show. Mental issues are inevitable and part of the game, get used to them and start working to identify and fix them. Reading and applying books like Trading in the Zone and Mental Game of Trading are important and will help a lot but there is no easy fix, for some stuff you I believe you just have to get used to it and it goes away with experience. Losses suck at the beginning but after you loose 100 times you starting getting pretty numb to it, same goes for the winners. To accelerate the learning process, build connections and get advice there is also always the option of private groups, while I never personally chose this route and committed to learning everything through my own endeavours there is no denying that having nearly all the information you need structured and compiled in one place is valuable and can save time. Beyond this having access to real time thoughts and opinions of profitable traders can accelerate performance, however it carries the risk of being a double edged sword if not used properly, if relying on it like a crutch and using it as a substitute for real work you will not succeed. With that said if you take it for what it is, a learning opportunity then I believe it can be very beneficial. I am not a member of, nor affiliated with any paid group. There are now many options available within the community, all run by different people with different styles, tailored to different needs. If I was to make a recommendation though, as a non-member, it would be Albert & Co's 618'ers simply due to the diversity in styles of the traders running it and results I have seen from members I know personally. It is important that as you start to trade with real capital you reduce noise in your social feeds or eliminate it all together. You do not need 5 different opinions, you also do not need 2 people telling you the same thing in their own way so you feel re-assured. What you do need is to develop your independent thinking as a trader and be comfortable making different decisions to others, even traders ahead of yourself if it fits with your system or understanding of market. Taur here is perhaps an exception as this is who you are learning from but down the line a real test of your own ability and independence will be being able to stick with your own plan even when it differs from his. Don't get me wrong, counter trading him is retarded but you must learn to adapt his gift to your own style. This will make sense at some point. The next stage is taking your understanding of specific concepts to higher level as you simultaneously snowball experience. Look back through your journal and review where you lost money and made money, do not over extrapolate from a small sample but start to take notes and observe if trends in performance emerge. This is the beginning of the transition to self reliance, you now understand the strategy but must learn for yourself when and where it works. Here you can also learn more nuanced secondary concepts such as VSA, orderflow etc and add these to your game where appropriate. Do NOT get lost in the sauce though and remember mastery of basics is key. IMO a big focus should be understanding correlation thoroughly but especially on HTF's this is the most important thing and what triggers the majority of large swings where most of your cash will be made and losses recovered. Some people will disagree with me here but IMO you should also not be *focusing* on Odd TF's. These are secondary at best and most people overweight their significance leading to avoidable losses while wondering why price did not care about their 327minute Breaker Block which they think is the key to the market. Study Taurs feed and take note of how he mostly uses: 3M, 1M, 3W, 2W, 1W, 5D, 4D, 3D, 2D, 1D, 12H, 8H, 6H, 4H, 2H, 1H, 30m, 15m + micro time frames. The only thing left is time and repetition, you must show up each day and really do this, for months. Maybe you start to see result's, you catch your first key swing and where able to trade where others froze. Congratulations. Learn from these winners and repeat the actions. Find what assets work best for you, find your style, refine and grow. --- The last thing I will include is a short list of tools or links that can be helpful. - Trading view tutorial: - Dictionary: - Market news Calendar: --- Thank you too all those who have read this, I hope this has been helpful for the beginners who want to start but are just not sure how. 🫶 Don't just bookmark this and move on, start 🙃

Ace

45,752 views • 10 months ago

here's what most app founders don't tell you about scaling your app on tiktok here's the actual playbook, not the generic level "just post consistently" advice: accounts use personal/creator accounts, not business. business locks you out of trending sounds entirely, you get stuck with a library of 40 generic royalty-free tracks nobody's ear recognizes as "tiktok sound," and sound is half the algo's read on your content don't buy an aged account unless you can post from the exact location it was created in. mismatch the vpn/location and you'll watch views crater to single digits within days, tiktok resets your trust score fast pick one avatar, one template, one visual style. lock it in for at least 15-20 posts before you touch it. switching every few videos tells the algo you're a different account every time, you never build a consistent signal views aren't what you think they are 30-200 views is not a shadowban. shadowbanned means 0 views, full stop, nothing gets pushed. 30-200 means the hook, pacing, or format just isn't landing yet "i copied that viral video frame for frame" — you didn't. the millisecond pause before the reveal, the exact caption position (top third vs center), font size relative to screen, all of it is doing more work than the concept itself. people copy the idea and skip the 200 micro-decisions that made it work good content still won't always go viral. a 5:1 view-to-like ratio is genuinely strong signal, it just doesn't guarantee reach. the algo rewards volume of good attempts, not one perfect video cal ai didn't get one viral hit and coast. they ran hundreds of videos in the same format on repeat, and kept posting through videos that flopped at 1000 views. the winners paid for the losers views ≠ downloads, and this trips up everyone 1M views with almost no installs is extremely common. prank format, funny skit format, anything built for pure entertainment gets massive reach and contributes basically nothing to your install numbers because nobody's thinking about your product, they're thinking about the joke tutorial format does a fraction of the views and converts 10x better. screen recording of the actual app, green screen walkthrough, finger literally tracing where to tap. it's less entertaining and it's the format that pays your bills if you only chase views you'll optimize yourself into a wall of engagement with no revenue behind it content that doesn't scream "ad" don't slide the app into every single post, most of what you post should just be good standalone content bad: "here's why my app has 15 features your current app doesn't" good: "i saved $500 last month and used it to buy my kid a ps5" walks into walmart, grabs a ps5 off the shelf "had no idea i was burning $500/mo on subs i forgot to cancel" the app name/logo shows up after the value hit lands, never before. the viewer needs to feel the outcome first, the brand is just the explanation for how they get it too zero ideas? screenshot your competitors' top 20 tiktoks and study exactly what they're doing in the caption text, the hook, the pacing. copy the format, not the literal video. nobody's reinventing organic distribution from scratch, everyone's remixing what already works working with creators without torching your budget skip influencers at the start unless you've got real spend to burn. you'll pay a few hundred bucks, get 10k views, feel nothing happened, and quit the whole channel cheap ugc reaction clips ($2-5 for a 3-5 second reaction) stitched onto your own tutorial footage gets you dozens of usable videos in a day, this is the highest leverage move for a small budget pay per view if you can get creators to agree to it. rpm between $0.5-$2 depending on how "tutorial-ish" the content is, cap payout at $200-500 per video so you're not exposed. hard to find creators who'll take this deal but they exist, worth asking posting without tripping the flags skip the phone farm, skip the expensive 4g/5g proxy setup. you'll burn a month building infrastructure and still end up throttled a vpn is fine if you're targeting a country you're not in. tiktok can see the vpn, that alone doesn't flag you what actually gets you flagged: → reposting pinterest images hoping tiktok won't recognize them → posting 4+ times within an hour → random disconnected content with no pattern between posts → switching phones or vpn servers constantly → running more than 3 accounts from one setup → posting immediately on a brand new account with zero warmup batch a full month of content in one or two sessions. you already know you won't "post again tomorrow" once life gets in the way connect the vpn first, then open tiktok, so the algo resets to your target country before you touch anything. schedule max 2-3 posts a day with something like hootsuite, set it to drafts instead of auto-publish, review each one before it actually goes live link in bio is quietly killing your conversions tiktok's in-app browser doesn't carry the user's saved logins or cookies. they tap your link, hit "sign in with google," nothing autofills, nothing's remembered, they bail in 3 seconds fix: detect when your link is opened inside tiktok's in-app browser and show a quick prompt telling them to tap the three dots → open in browser. gets them into safari or chrome where their session actually persists, this single fix recovers conversions most people don't even know they're losing

Mufasa

17,518 views • 1 month ago

The Great Equalizer: How I Iterated Through 90+ Strategies to Automate My Financial Freedom ninety strategies sounds like a death wish but it is actually the only way to find your edge in a market designed to liquidate you. most traders are out here gambling with their rent money while the big players are using automated systems to harvest their liquidations. i know this because i spent hundreds of thousands of dollars on developers for apps thinking i could never code myself. i was getting wrecked by over trading and watching my accounts hit zero while i slept. code became the great equalizer for me because it removed the emotion that was killing my bankroll. i decided to learn to code live so i could iterate to success and now i have fully automated systems trading for me instead of getting liquidated by every wick. i just saw someone lose ten million dollars in a single month because they were trading by hand and got addicted to the screen. you have to understand that if you are not automating you are the exit liquidity for someone who is. the reality of advanced futures trading is not about finding one holy grail bot that prints money forever. it is about research and back testing until you find a strategy that has a statistical advantage. one of the most slept on concepts is variable risk scaling where you actually change your position size based on how volatile the market is. instead of just betting the same amount every time you increase your size when volatility is low and scale back when the market starts moving like crazy. this keeps you in the game during the draw downs that usually wipe people out. most people do the opposite and revenge trade with bigger size when they are losing which is the fastest way to the cemetery. i used to think i needed to be the smartest guy in the room to make this work but i realized i just needed to be the most disciplined with my risk parameters. there is a secret hidden in funding rates and basis trading that most retail traders never even look at. while everyone else is trying to guess if bitcoin is going to the moon or the floor you can actually make consistent money through funding rate arbitrage. you basically buy the asset in the spot market and simultaneously sell it in the futures market when the funding rate is high. you just sit there and collect the interest payments from the gamblers who are over leveraged on the other side. it is basically free money if you can manage the fees and keep your execution precise. i used to ignore these low yield plays because i wanted the big home runs but those home runs usually came with massive strikeouts. now i look for these carry trades as a way to keep the equity curve moving up and to the right while others are sweating over every price change. most traders fail because they use lagging indicators and expect them to predict the future with one hundred percent accuracy. the truth is that even the best trend following strategies like the golden cross or moving average crossovers only have about sixty five percent accuracy. you have to combine these with filters like the average directional index or relative strength index to make sure you are not just buying a fake breakout. a lot of people get chopped up in sideways markets because they do not have a trend strength filter to tell them to stay out of the trade. i learned to use multiple time frames to confirm my breakouts because if the one hour and the four hour charts are not saying the same thing then the trade is probably a trap. you have to be a searcher looking for those golden nuggets of alpha buried in mountains of data. i used to think that machine learning and genetic algorithms were just buzzwords that did not actually work for trading. then i realized that the 1990s tech trap is real and if you are still using basic indicators without any optimization you are decades behind. genetic algorithms are wild because they simulate natural selection to find the best parameters for your strategy through trial and error. you can actually build an environment where your bot learns from its own mistakes and optimizes its decision making process over time. i spent so much time thinking i was not smart enough to do this but once i started iterating live i found that the machines are much better at following rules than i ever was. code is the only way to compete with the high frequency firms that are looking for any tiny mispricing in the order book. slippage and bad execution will eat your profits faster than a bad trade ever could if you are not careful. most people just hit the market buy button and pay the spread and the fees without a second thought. you should be using smart order routing and limit orders to capture the bid ask spread instead of paying it to the market makers. i started using time weighted average price execution to spread my larger orders out over time so i did not move the market against myself. it is these tiny details in execution that separate the professional quants from the people who are just playing around. i had to learn this the hard way after losing a fortune on bad entries and exits that could have been avoided with a few lines of code. the ultimate goal of all of this is to build a compounding machine that grows your capital while you are living your life. you have to automate the reinvestment of your profits so that your position sizes grow as your account grows without you having to manually adjust anything. i like to use automated compounding algorithms that take a portion of my wins and put them back into the systems that are performing the best. this creates a snowball effect where your returns start to accelerate as the base capital increases. it took me years to realize that i did not need to be at the desk for eighteen hours a day to make life changing money. i just needed to build a system that was smarter and more disciplined than my own human brain. cross asset skew and volatility surface arbitrage are where the real quants play when the market gets efficient. you can look for mispricings between highly correlated assets like bitcoin and ethereum and trade the spread between them. when one asset gets overvalued relative to the other you short the leader and long the laggard until they revert back to the mean. this is a much safer way to trade because you are not betting on the direction of the market but rather the relationship between two assets. i spent a lot of money trying to guess the next big move before i realized that trading the relationship between assets was much more consistent. iteration is the only way to find these winks in the market that the average trader is completely blind to. it is a cold world in finance and most people are out here trying to step on your neck to get ahead. i believe that sharing this knowledge is important because code is the only thing that can give a regular person a fighting chance against the institutions. i started from zero and learned everything through failing and losing money until i finally figured out how to automate. now i spend my time building and testing instead of worrying about the next liquidation candle. you have to decide today if you want to keep being the exit liquidity or if you want to start building your own systems. the tools are all there and the data is accessible if you are willing to put in the work and stop negotiating with yourself. successful trading is not about being lucky it is about being prepared and having a system that can handle any market regime. whether the market is in a bull run or a total crash your bots should know exactly what to do based on the rules you have coded into them. i use risk weighted allocation to make sure that my capital is always moving toward the strategies with the highest sharp ratio and the lowest volatility. this keeps the portfolio stable even when the crypto market is going through its typical insane swings. i finally found peace in this game because i know that my automated systems are following the math while everyone else is following their feelings. code is the great equalizer and it is time for you to start using it to protect your future and build your empire there are over ninety strategies you can test and most of them will not work for your specific style but you only need one or two to change your life. i have built a fat list of ideas from research and i spend every day back testing and refining them to stay ahead of the curve. do not let the fear of coding stop you from taking control of your financial destiny because i am living proof that anyone can learn. i would rather spend my time iterating to success than getting liquidated by some random news event that i could not predict. the journey from losing hundreds of thousands to fully automated success was long but it was the best investment i ever made. keep your heart open and lead with love in this game and i promise the universe will start passing you those golden nuggets of alpha you have been searching for

Moon Dev

11,196 views • 7 months ago

INDIGOS ARE NOT HERE TO ASCEND A reminder to all Guardian Alliance warriors: you aren't here to 'qualify' for the next dimension. Do not mistake yourself as one of the humans and other abductees who were captured and held hostage on this battlefield since the Human Elohim Project began. You are the ones who came to set them free. You're not 'making the shift now', ahead of those humans & hybrids who are under the ascension process: you're here to show them how to embody higher awareness through example. So don't be depressed if you're still here; when you know for certain others have already moved forward since the opening of the Stellar Activation (ascension) Cycle on 12/21/2012. For the abductees we're here to enable escape, they are locked-in to the ascension process until they have gone through all 5 densities and all 15 dimensions. Each density has 3 dimensions. Density 1 covers dimensions 1, 2 & 3. That's where you are now, here to get the stragglers into density 2, to move up through dimensions 4, 5 & 6 on their journey. Once they've completed the 15th dimension, the final level of density 5, they will 'Kryst' their avatar out of that time matrix and return to the interstellar communities where they will be able to choose which time matrix they might want to enter into next. Or not; because manifesting inside a simulation is not mandatory. Many of us don't choose to have a physical avatar at all anymore, because after a certain number of manifest journeys, there really isn't much to gain from all that anymore. You are eternal and have been at this game for a very, very long time. You can choose to just 'be' Prime Creator and observe, or even assist those in the game if you wish. No one forces you into a mortal, fragile body if you don't want to. [For more about the ascension process, see my article: 👉15 LEVEL TIME MATRIX] Indigos are not here on the same journey as the abductees. You are a tactical, front-lines mil unit that enters battlefields like Navy Seals, or Airborne Rangers. In their case, they have very sparse tools to help breach enemy lines and can be considered an army of 1. Only the bravest men on earth would ever consider that role. In your case, only the bravest warriors across the cosmeias would ever attempt your mission. Because unlike armed soldiers in battle gear, you arrive on the field as an infant, naked, mind-wiped and abandoned. On the other side of enemy lines. Your role is not for everyone. Your job is to retrieve the POWs so they can resume their ascension journey that was arrested when they were all taken hostage 560m years ago. None of them should have been here in the 3rd dimension longer than about 2 1/2 years, and all of them should have mastered out of the Gaia time matrix after no longer than 33 years in total. That is their journey, not yours. Once your mission is over, you don't go to the next level, you simply leave. Or stay if you choose. But you don't have to qualify for anything, as long as you fulfill your contract by doing what you said you would do; free the hostages. Even if you already embody 7th dimensional awareness, you're not going to disappear from this level like the prisoners are once their cells resonate with the next dimension. I was told on no uncertain terms in 2018 at the safe house speaking to the keeper 'Many have already left. The ascension window is wide open, all they have to do is reach the next level of awareness', going on to say 'they simply vanish from this plane as if they were never here'. The keeper explained those who remain have the entire database of their loved one or someone they know who resonated with the next level, erased from their memory to avoid panic in a 'left behind' scenario. So there is no way we (the foot soldiers) have of keeping track of how many have already ascended. But the top levels of this conflict do. You will not be vanishing this way. Because you are the extraction team itself. For more about your role in this rescue operation, see my article: 👉INDIGO MISSIONS. THE ALPHAS Wolf packs have an alpha leader that protects the whole group from attacks. The old, weak, infirmed & the very young pups. But the amazing thing is that alpha isn't at the head of the pack. That's where the most fragile travel, because predators never confront the ones at the lead of groups, they prey on the very back of any herd to pick off the slowest, least powerful. Which is why wolves travel oppositely from normal game and their strongest & most fearless remain solitary at the back of the line so he can visually see the entire group and protect them from outside exposure. If another predator tries to cull the group, they will face the herd's most apex force. That's us, the guardian alliance. Not breaking the trail, but overseeing everyone's safety so no one gets left behind which gives the entire group the confidence to keep moving forward. It is your presence behind them that lights the way for them to reach the exit door. Without your strength they can count on, very few, if any, would ever make it through Armageddon, which is a process to separate the wheat from the chaff so the aether knows what is the best stage for each person left on this simulation field to go to next. [For more about this process, see my article: 👉THE SEPARATION] You will be here until every single one of the prisoners who have a chance to raise their awareness to make the shift, has. Then, at the final second of separation where Particle Tara makes the full transition away from Antiparticle Tara (where all the low-frequency invaders and low-frequency abductees who were just unable to overcome the elaborate brainwashing programs to resonate with the next level of awareness finally vanish from your world), you will simply be in the next dimension with your group. That's when your next phase of your mission kicks in and you help them to build the 4th dimension. Your job is far from over after merely breaking them free of this bondage, because leaving them all abandoned in the wreckage of what is left of Particle Tara would be like delivering your rescue party into the jaws of yet another hostage scenario. They must understand how the 4th dimension even works, have industry set up so they can produce wholesome products instead of loosh-farm poisons and without you to help, that's a level that might take them a trillion years to reach on their own. You are the 4th dimension is so many words. As for the next level: it has already been established. What I mean by that, is time is not linear. Every dimension within the time matrix is mapped out, played out, recorded and then replayed on a never-ending loop. We STEP INTO that loop when we’re ready, as the path through has already been ironed out in the simulation. So you can think of time and events much like a Blockbuster Video store with 10,000 movies to choose from. Then inside each movie, there are 1000 scenes. You can simply pop the video into a player, zip to the scene by the lake and instantly you are there. Nothing about that scene hasn’t already been filmed and recorded. And it never stops playing out in the aetheric field. You are there RIGHT NOW in every possible scenario you could ever find yourself in, given your set of potential possibilities in a human body that is this tall and that strong or that fragile, etc. If it COULD happen, it already has happened and stored in the akashic records (the Blockbuster store), sitting there waiting for you to reach for that movie, then choose that scene and press play. I was told directly that not only is the full 4th dimension established, but it runs all the way from the 4.0 through to the 4.99 interdimension (think of this like from caveman to George Jetson eras), and “it is this generation who successfully established it”. Which simply means, that after 26 times we’ve battled for ascension during previous Stellar Activation Cycles and lost, it is on this attempt when we finally succeeded. What that means in real terms, is that as long as each of us on the ground do our jobs successfully as is already recorded in the akashic records, this is the battle where we win. So step forward with confidence that we did this. We win. It is already over except for the physical process of living it out. You are the ones we are relying on to take up the rear of this exodus. And don't make the mistake of assuming you are merely following the herd: by keeping everyone in your sights, you give them all the strength to keep moving, because they know they have your watchful eye at their backs. Every single one of you are Alphas. No weaklings volunteered to enter behind enemy lines here, abandoned, mind-wiped and attacked since the day they are born. Only the most courageous across the cosmeias signed up for this penultimate battle, armed with absolutely nothing but your wits and willpower alone (and a few clair abilities we smuggled in with us to help us navigate the field). I'm not here to blow sunshine up your skirt, but when I tell you all you are Alphas OF the Alpha warriors, I mean you are the ones poets write songs about across the ages. Never forget you had this since before you were born and knew you could pull it off. Don't ever second-guess yourself on this legendary hero's journey that will still be taught about in schools a million years from now. You're here because only the toughest rawhide could have ever signed up for your mission and survived. The ones willing to brave everything. All alone on the trail. That's you. - On X, to search for my articles, simply type in the name of the piece, enter one space, then from: plus my username in parenthesis such as shown here: CASTING THE APOCALYPSE (from:iontecs_pemf) Off-site, you can look up any of my writings through this link below for my other more than 150+ recent articles and many thousands of comments on X, regularly updated thanks to Justin LINK: 👉 This message will only be seen by your eyes if not shared, and if you want to reference this article again later, you will need to cut and paste it in your own notes off line, as it will surely be erased. This is the most accurate translation of these events I am aware of at this time.
9:38

Sensitive content

INDIGOS ARE NOT HERE TO ASCEND A reminder to all Guardian Alliance warriors: you aren't here to 'qualify' for the next dimension. Do not mistake yourself as one of the humans and other abductees who were captured and held hostage on this battlefield since the Human Elohim Project began. You are the ones who came to set them free. You're not 'making the shift now', ahead of those humans & hybrids who are under the ascension process: you're here to show them how to embody higher awareness through example. So don't be depressed if you're still here; when you know for certain others have already moved forward since the opening of the Stellar Activation (ascension) Cycle on 12/21/2012. For the abductees we're here to enable escape, they are locked-in to the ascension process until they have gone through all 5 densities and all 15 dimensions. Each density has 3 dimensions. Density 1 covers dimensions 1, 2 & 3. That's where you are now, here to get the stragglers into density 2, to move up through dimensions 4, 5 & 6 on their journey. Once they've completed the 15th dimension, the final level of density 5, they will 'Kryst' their avatar out of that time matrix and return to the interstellar communities where they will be able to choose which time matrix they might want to enter into next. Or not; because manifesting inside a simulation is not mandatory. Many of us don't choose to have a physical avatar at all anymore, because after a certain number of manifest journeys, there really isn't much to gain from all that anymore. You are eternal and have been at this game for a very, very long time. You can choose to just 'be' Prime Creator and observe, or even assist those in the game if you wish. No one forces you into a mortal, fragile body if you don't want to. [For more about the ascension process, see my article: 👉15 LEVEL TIME MATRIX] Indigos are not here on the same journey as the abductees. You are a tactical, front-lines mil unit that enters battlefields like Navy Seals, or Airborne Rangers. In their case, they have very sparse tools to help breach enemy lines and can be considered an army of 1. Only the bravest men on earth would ever consider that role. In your case, only the bravest warriors across the cosmeias would ever attempt your mission. Because unlike armed soldiers in battle gear, you arrive on the field as an infant, naked, mind-wiped and abandoned. On the other side of enemy lines. Your role is not for everyone. Your job is to retrieve the POWs so they can resume their ascension journey that was arrested when they were all taken hostage 560m years ago. None of them should have been here in the 3rd dimension longer than about 2 1/2 years, and all of them should have mastered out of the Gaia time matrix after no longer than 33 years in total. That is their journey, not yours. Once your mission is over, you don't go to the next level, you simply leave. Or stay if you choose. But you don't have to qualify for anything, as long as you fulfill your contract by doing what you said you would do; free the hostages. Even if you already embody 7th dimensional awareness, you're not going to disappear from this level like the prisoners are once their cells resonate with the next dimension. I was told on no uncertain terms in 2018 at the safe house speaking to the keeper 'Many have already left. The ascension window is wide open, all they have to do is reach the next level of awareness', going on to say 'they simply vanish from this plane as if they were never here'. The keeper explained those who remain have the entire database of their loved one or someone they know who resonated with the next level, erased from their memory to avoid panic in a 'left behind' scenario. So there is no way we (the foot soldiers) have of keeping track of how many have already ascended. But the top levels of this conflict do. You will not be vanishing this way. Because you are the extraction team itself. For more about your role in this rescue operation, see my article: 👉INDIGO MISSIONS. THE ALPHAS Wolf packs have an alpha leader that protects the whole group from attacks. The old, weak, infirmed & the very young pups. But the amazing thing is that alpha isn't at the head of the pack. That's where the most fragile travel, because predators never confront the ones at the lead of groups, they prey on the very back of any herd to pick off the slowest, least powerful. Which is why wolves travel oppositely from normal game and their strongest & most fearless remain solitary at the back of the line so he can visually see the entire group and protect them from outside exposure. If another predator tries to cull the group, they will face the herd's most apex force. That's us, the guardian alliance. Not breaking the trail, but overseeing everyone's safety so no one gets left behind which gives the entire group the confidence to keep moving forward. It is your presence behind them that lights the way for them to reach the exit door. Without your strength they can count on, very few, if any, would ever make it through Armageddon, which is a process to separate the wheat from the chaff so the aether knows what is the best stage for each person left on this simulation field to go to next. [For more about this process, see my article: 👉THE SEPARATION] You will be here until every single one of the prisoners who have a chance to raise their awareness to make the shift, has. Then, at the final second of separation where Particle Tara makes the full transition away from Antiparticle Tara (where all the low-frequency invaders and low-frequency abductees who were just unable to overcome the elaborate brainwashing programs to resonate with the next level of awareness finally vanish from your world), you will simply be in the next dimension with your group. That's when your next phase of your mission kicks in and you help them to build the 4th dimension. Your job is far from over after merely breaking them free of this bondage, because leaving them all abandoned in the wreckage of what is left of Particle Tara would be like delivering your rescue party into the jaws of yet another hostage scenario. They must understand how the 4th dimension even works, have industry set up so they can produce wholesome products instead of loosh-farm poisons and without you to help, that's a level that might take them a trillion years to reach on their own. You are the 4th dimension is so many words. As for the next level: it has already been established. What I mean by that, is time is not linear. Every dimension within the time matrix is mapped out, played out, recorded and then replayed on a never-ending loop. We STEP INTO that loop when we’re ready, as the path through has already been ironed out in the simulation. So you can think of time and events much like a Blockbuster Video store with 10,000 movies to choose from. Then inside each movie, there are 1000 scenes. You can simply pop the video into a player, zip to the scene by the lake and instantly you are there. Nothing about that scene hasn’t already been filmed and recorded. And it never stops playing out in the aetheric field. You are there RIGHT NOW in every possible scenario you could ever find yourself in, given your set of potential possibilities in a human body that is this tall and that strong or that fragile, etc. If it COULD happen, it already has happened and stored in the akashic records (the Blockbuster store), sitting there waiting for you to reach for that movie, then choose that scene and press play. I was told directly that not only is the full 4th dimension established, but it runs all the way from the 4.0 through to the 4.99 interdimension (think of this like from caveman to George Jetson eras), and “it is this generation who successfully established it”. Which simply means, that after 26 times we’ve battled for ascension during previous Stellar Activation Cycles and lost, it is on this attempt when we finally succeeded. What that means in real terms, is that as long as each of us on the ground do our jobs successfully as is already recorded in the akashic records, this is the battle where we win. So step forward with confidence that we did this. We win. It is already over except for the physical process of living it out. You are the ones we are relying on to take up the rear of this exodus. And don't make the mistake of assuming you are merely following the herd: by keeping everyone in your sights, you give them all the strength to keep moving, because they know they have your watchful eye at their backs. Every single one of you are Alphas. No weaklings volunteered to enter behind enemy lines here, abandoned, mind-wiped and attacked since the day they are born. Only the most courageous across the cosmeias signed up for this penultimate battle, armed with absolutely nothing but your wits and willpower alone (and a few clair abilities we smuggled in with us to help us navigate the field). I'm not here to blow sunshine up your skirt, but when I tell you all you are Alphas OF the Alpha warriors, I mean you are the ones poets write songs about across the ages. Never forget you had this since before you were born and knew you could pull it off. Don't ever second-guess yourself on this legendary hero's journey that will still be taught about in schools a million years from now. You're here because only the toughest rawhide could have ever signed up for your mission and survived. The ones willing to brave everything. All alone on the trail. That's you. - On X, to search for my articles, simply type in the name of the piece, enter one space, then from: plus my username in parenthesis such as shown here: CASTING THE APOCALYPSE (from:iontecs_pemf) Off-site, you can look up any of my writings through this link below for my other more than 150+ recent articles and many thousands of comments on X, regularly updated thanks to Justin LINK: 👉 This message will only be seen by your eyes if not shared, and if you want to reference this article again later, you will need to cut and paste it in your own notes off line, as it will surely be erased. This is the most accurate translation of these events I am aware of at this time.

W.R. Schock, QBD

47,264 views • 1 month ago

Why is it, that everywhere I go, it is White politicians that want to help hide the industrial scale gang rape of working class White girls? There is no Muslim bloc vote in Barrow. So why? My thoughts on what I witnessed last night in Barrow. _________ Secrecy and Shame in Barrow: Labour Councillors Vote to Block Gang Rape Inquiry While Instructing Survivors to Shut Up and Stay Silent In Barrow Town Hall, survivors of grooming gangs were instructed to shut up and sit in silence as Labour Councillors voted to help cover up the gang rape of the town's children. When a motion to include Barrow in the national inquiry came before the council, Labour councillors blocked it while Mayor Fred Chatfield tried to unlawfully stop the cameras from recording what was happening. When the team of three newly elected Reform councillors demanded a recorded vote so the public could see who stood where on this critical issue, Labour voted to prevent it, ensuring their names would be hidden from the record. A Simple Motion for Truth The motion, tabled by Reform UK councillor Sienna Churcher, was straightforward in its ask. It welcomed the National Inquiry announced in June 2025 and requested that Barrow Borough Council write to the Home Secretary, formally asking for the town to be included amongst those examined for historic and ongoing grooming gang activity. The motion recognised the courage of whistleblowers and survivors, called for transparency in all correspondence, and demanded public accountability. For survivors in Barrow who have lived with the knowledge that their town has been scarred by organised rape gangs just like Rotherham, Rochdale, Oldham, and Telford, this represented hope for official recognition of their suffering. Especially as, In February this year, that suffering was finally acknowledged in court when the truth was laid bare. The Takeaway That Became a Trafficking Hub Three brothers, Nasir, Naser, and Nabeel Miah, were convicted of horrific child sexual offences committed in Barrow and Leeds between 2008 and 2016. They targeted teenage girls, many as young as 14, who were groomed, abused, and traded like commodities in what the Crown Prosecution Service described as systematic sexual exploitation. The brothers had moved to Barrow to work in a family-owned takeaway that became, in Judge Unsworth's words, a "hub of criminality." Girls, some still in school uniforms, were picked up in cars, taken upstairs, plied with alcohol and drugs, and assaulted on what the court heard described as "scabby beds." Judge Unsworth, sentencing the men to a combined 70 years in prison, delivered words that should have resonated through every corner of Barrow's political establishment. "In Barrow, the brothers were not acting in the shadows but acting in plain sight. Each of the victims was vulnerable, and the brothers were confident that if the girls blew the whistle, they would not be believed." Instead of heeding that judicial warning about institutional blindness, Labour councillors chose to repeat the same pattern of denial that enabled the abuse in the first place. Because what Judge Unsworth's court had established was far worse than isolated incidents. A rape gang had been operating in Barrow. Men were coming to Barrow specifically to rape children. Children from Barrow were being trafficked to other towns and cities to be raped. The takeaway wasn't just a business but the centre of a trafficking network that moved vulnerable girls across county lines for sexual exploitation. The court heard how the Miah brothers had treated teenage girls as commodities, passing them between abusers and transporting them to Leeds. The Miah brothers didn't act in the shadows but acted in plain sight while local institutions looked the other way. Last night, those same institutions did it again. The Wrecking Amendment Labour's response to the original motion was to gut it entirely. Councillor Andy Coles proposed an amendment, seconded by William McEwan, that removed the specific call to write to the Home Secretary and replaced it with procedural camouflage about "allowing the independent commission and survivors to get on with the inquiry." Reform Councillor Colin Rudd called it exactly what it was. "This amendment adds no value. It undermines the motion. It sabotages the motion. This is a wrecking amendment." The councillor was correct. This was sabotage dressed up as sensitivity, taking a concrete act of solidarity and replacing it with the empty comfort of hoping someone else would act. The victims of the Miah brothers deserved action, not hope. The Mayor Who Tried to Stop the Cameras As the debate intensified, and Cllr Rudd quoted Judge Unsworth's words about acting "in plain sight" as a warning about institutional complacency., Mayor Fred Chatfield intervened to stop filming. "It's a public meeting," came the reply. "You've never asked permission to film," the Mayor snapped back. The exchange summed up everything wrong with how power operates in Barrow. When confronted with truth, the instinct wasn't reflection but control. Yet what Mayor Chatfield attempted wasn't just politically damaging but illegal. Under The Openness of Local Government Bodies Regulations 2014, introduced through the Localism Act 2011, members of the public and press have a statutory right to film, record, and report on all public council meetings. The legislation is unambiguous. "Council meetings are public meetings. The press and public have a right to attend, and to film, record, blog, or tweet during those meetings." No permission is required. No consent is necessary. The only exception would be if filming genuinely disrupted proceedings through shouting or obstruction, none of which occurred. Mayor Chatfield's instruction that filming required his permission violated both the letter and spirit of the Localism Act, which was designed to ensure democratic transparency. The Mayor should now resign for his actions. By attempting to silence the cameras, Mayor Chatfield didn't just betray the survivors watching from the gallery but broke the law designed to protect their right to witness democracy in action. The Vote They Didn't Want You to See When the Reform councillors called for a recorded vote so the public could know who supported Labour's amendment and who opposed it, Labour again chose secrecy. Under standing orders, a recorded vote requires majority support. Labour used this procedural rule to block transparency, ensuring their names would not appear in the public record. "So the councillors who stopped the inquiry can hide who they are," muttered one member of the public. "Disgraceful." "Shame on you." The chamber doors were closed for the final vote. The Survivors Watching Among those in the public gallery were women who had lived through the horrors being discussed. Some had waited years for recognition. Others still live in the same town where their abusers walked free. They listened as councillors downplayed the motion, softened the language, and eventually killed it entirely. Councillor Colin Rudd spoke directly to the chamber's shame. "Every person in every office, in every department, in every institution in this town failed these girls... and you're doing it again." His words carried the weight of judicial truth, but they didn't move the majority. The vote carried, the motion died, and the survivors left that hall knowing nothing had changed. The Labour Playbook of Denial What happened in Barrow follows the same playbook used across Britain's Labour strongholds when grooming gang scandals surface. Whether it's Oldham, Rotherham, or Telford, the institutional response never varies. Resist external scrutiny, prefer internal reviews that can be controlled, deploy procedural manoeuvring to protect the institution over the victims. The formula never varies. Protect reputations over truth, deploy bureaucratic language to avoid concrete action, and when challenged, retreat behind phrases like "independent commissions" as though process can substitute for courage. The questions are obvious. If everyone truly wants accountability, why block a letter to the Home Secretary? Why stop the filming? Why refuse a recorded vote? Because they understand that public accountability requires public records, and public records create public consequences. The Continuing Cover-Up Last night's meeting exposed the mechanism by which grooming gang scandals are managed across Britain's local authorities. This wasn't incompetence or confusion but a deliberate strategy deployed with surgical precision. Here's how it works. Acknowledge the problem exists but only after court proceedings make denial impossible. Express concern and sympathy while blocking any external examination that might reveal institutional culpability. Deploy procedural manoeuvring to prevent public accountability by killing recorded votes, stopping filming, and sanitising minutes. The pattern is so consistent it might as well be written in a manual. Oldham Council used identical tactics when faced with demands for transparency over Operation Augusta. Rotherham's political leadership employed the same playbook during the Casey Review fallout. The strategy works because it allows politicians to appear concerned while ensuring nothing changes. But Barrow's case reveals something more disturbing. The Miah brothers operated their trafficking network from 2008 to 2016, eight years of systematic abuse while local institutions looked the other way. Children were being transported across county lines for rape while Barrow Council carried on with business as usual. When survivors finally saw their abusers jailed, they might have hoped for institutional recognition and reform. Instead, they got Andy Coles and William McEwan drafting amendments to avoid external scrutiny. They got Fred Chatfield trying to silence cameras. They got Labour councillors voting to hide their names from public records. This goes beyond political embarrassment. It's institutional betrayal that mirrors the same complacency that enabled the Miah brothers to operate with impunity. The children who were trafficked from that Barrow takeaway deserved better then. The survivors watching from the gallery deserved better last night. It is now up to the people of Barrow to decide if they want better politicians representing them. _________ This isn't about politics anymore. It's about preservation of a ruling clique defending its own survival, even if it means abandoning the very people they swore to protect. The nation does not need silence. It needs truth. This is not only a child abuse scandal. It is a crisis of truth, trust and governance in modern Britain. I am Raja Miah. For seven years, I led a small team that exposed how politicians protected the rape gangs. I cannot do this on my own. I need you to stand with me and help make sure the National Inquiry we have all fought for is not a whitewash. We’re running out of time. Without the numbers, they will win. It’s as simple as that. 🔴 Subscribe to my newsletter – it’s free. Or support the work for just 75p a week (£3/month or £30/year). Whatever you do, please subscribe; 👉 This is the fight. This is the moment. There will not be another 🔴 Prefer a one-off contribution? 👉 👉 No corporate sponsors. No party machine. Just you and thousands of ordinary people who know what’s at stake. We’ve come this far. Help finish it. Raja Miah MBE

Raja Miah

105,503 views • 10 months ago

I’ve been able to walk again! For those who didn’t know, for the past 6-8 months, I basically couldn’t walk bc of a freak accident I had at the beach while catching crabs with my kids. And when I say I couldn’t walk, I mean I literally couldn’t walk. I spent most of my days lying on the floor staring at the ceiling or crawling around my house. Going to the bathroom was basically impossible. I had to pee in bottles while lying down. I ate on the floor. I couldn’t cook for my kids. I couldn’t leave the house. I couldn’t even walk outside to my own balcony to get sun. I was basically trapped on the second floor of my home. I couldn’t go upstairs to sleep with my kids. I couldn’t go downstairs to leave the house. I couldn’t drop them off at school. I couldn’t play basketball with them. I couldn’t run around with them, ride bikes with them, take them places, or do any of the simple things I had done a thousand times without ever thinking twice about them. It was really bad… mentally and physically. I still remember one moment so clearly. I was looking out the window from the second floor, watching my kids ride their bikes outside. I just sat there in tears thinking to myself… Wow. I can’t even leave my house to be out there with them. That broke me. I kept asking, “Why me? Why did this happen to me?” Now I think I understand. God humbled me. I was moving too fast through life. Always doing more. Always chasing the next goal. Always working. And I was sacrificing my body and my health for what? I already had EVERYTHING I had ever dreamed of. I had the $ money. I had the freedom. I had the family. I had the life I worked so hard to build. But suddenly, none of it mattered bc I couldn’t even get off the floor. Feeling that at 37 years old was one of the most demoralizing things I’ve ever experienced as a man and as a father. Not being able to race with your kids. Not being able to play basketball with them. Not being able to drive them to school. Not being able to chase them around the house, take them on adventures, pick them up when they fall, carry them when they’re tired, or simply be the active dad you always thought you would be. There’s nothing worse than wanting to be there for your family physically and realizing your body won’t let you. So now, I take my health seriously. I don’t skip days anymore. Even if it’s something small, I do something every day to make my body stronger and healthier. Bc I finally understand what people mean when they say: There is no wealth without health. You can have millions of $ dollars. You can own the house, the cars, the stocks, the businesses, and everything else you ever dreamed about. But if you can’t get off the floor to hug your kids, play with them, travel with your family, or simply walk outside and feel the sun on your face… What’s is the point? $ money means very little when your health is gone. For all of my life, I worked so hard to become financially free. Now I’m working just as hard to become physically strong. And now, here I am at a beautiful natural hot spring with my family. There are two walking paths side by side. One hot. One cold. Both filled with natural stones under your bare feet. I walk back and forth between them, slowly stepping over the stones and alternating between the hot and cold water. The uneven stones challenge my feet and balance, while the temperature change wakes up my body and make every step feel alive. And the whole time I’m walking, I can’t stop thinking about how crazy life is. Six months ago, I was lying on the floor of my home wondering when I would be able to walk again. Today, I’m walking barefoot over natural stones, through hot and cold water, surrounded by nature with my family. Something I probably wouldn’t have even appreciated before. Now, every step means something. Every step reminds me of what I almost lost. It took losing my health to finally understand what being wealthy truly means.

Teslaconomics

68,855 views • 2 months ago