Oops! Almost a full year without giving you an... update. Working hard. Playing harder. Thursday-Sunday: RuPauls Drag Race Live Fri & Sat: Piranha & Gipsy Nightclubs Sat & Sun: Drag Brunch See you when in Vegas 😉show more

Are you ready to witness #ShivThakare's incredible performance? Watch... #BiggBoss16 tonight at 9pm and #GrandFinale, Sunday 12 February, 7pm, only on Colors TV and 24x7 live Voot Mon - Fri 10 pm & Sat-Sun 9 pm. #BB16 #BiggBoss #SalmanKhanshow more

While Cardi B is having a ball with her... kids her whole team is having a time in London 🥰 … you see when you work hard you play harder & then back to business 💪🏾❤️show more

What’s Behind the Trees I run local trails and... dirt paths to explore. I don’t hit a pace target at my age anymore…not that there’s anything wrong with that. Remember. I’m training for life. But I love to explore new areas. I leave time to get lost and to find out what’s actually out there. The result has been a strange and consistent surprise — some of the most beautiful places I’ve ever seen are actually within a few miles of my house. Quiet creek crossings, ridgelines with views, and an amazing dam and waterfall (see below) I didn’t know existed. There’s a road I travel often only 100’ from the dam, yet you can’t see it and I’d driven past it for years without ever knowing what sat behind the trees. Although… my propensity to get lost on trails did get me in trouble in Costa Rica 😮‍💨…. And almost shot in rural Colorado. 😫 I would never have found any of it from the road. I found it because I was moving slowly enough to notice and far enough from any trailhead to be somewhere many people don’t go. There’s a lesson in this that applies well beyond running. The interesting stuff is almost never on the main path. It’s a quarter mile off the obvious route, down a trail nobody told you about. You have to be willing to be a little lost, a little uncertain about where the loop closes, a little later getting home than you planned. Endurance training gives you the engine to do that. An hour or two of easy aerobic work isn’t a sacrifice… it’s the mechanism... It’s what lets you wander far enough from the car to find the place worth finding. Go explore where you live (Except for a certain trail in Costa Rica and some rural roads in Colorado). You don’t know it as well as you think you do.show more

Good morning Oscar; I’ve been pondering on how to... respond to these screenshots without context and eh; I am totally out of words. 1. Crown has been in school for EIGHT terms, you have paid for two and mostly on condition that you know where I stay, or act positive to your sexual advances or other random that fit your narrative then. Refusing to comply would mean no support. And that I was totally okay without financial support from you. 2. Don’t lie on my dad’s name like that. You almost broke my little brother’s hand fighting for crown in front of both of them. You have insulted my parents to their faces more than once and you are shocked that my dad isn’t besties with you. 3. Oscar, you paid that 1.2M after not talking to your child for a year. How are you shocked that she was in a different school and her school fees paid???? You sat in that meeting and said you are comfortable with crown in fort portal, she went to fort portal and then you got angry???😂😂 4. You can’t do the bare minimum like ask about your child’s school. You know crowns school, if you were intentional; you’d know that it is among the TOP THREE schools in fort portal. You can’t fail to consistently pay 1.2M for school fees, then refuse to pay 850,000 and then fight to pay 2.5M. How does that make sense??? 5. You have both my dad’s numbers, mom’s numbers, grand mom, aunty, twin brother. My dad told you, his home is ALWAYS open for you to visit your child. If you wanted to see your child, you would, but of course, please use me as your excuse. My family called for a meeting, you sat and agreed to terms that you couldn’t comply to thereafter and somehow I am to blame for your deadbeat tendencies?? 6. You want to have “full access” but won’t do the bare minimum to achieve that. You are angry that you showed up to my house at 10PM and no one opened? You are angry that you said “I love when you are sweet to me” because I was polite and I blue ticked you???? You are mad because I said crown needed consistency?? Be for real! 7. Crown used to call you, and you wouldn’t pick, she would reach out and never hear from you, you made crown pack a suitcase twice and wouldn’t show up and communicate. I don’t have to tell your child one single thing about you, never have, to her, you are a good person, she will make prayers for you, and ask God that one day you’ll call her, and yet, you never do that. 8. When I was still staying with crown, I welcomed you into my home, I even told you, I’ll make sure I’m not in the house when you are visiting and will come back after crowns sleeping hours. Just go, bond and do homework, put her to bed. You did that for three weeks, you then started showing up late in the night, not doing the homework, and being sexual. 9. YOU ARE A DEADBEAT FATHER!!!! The worst kind actually because you even have the audacity to try and make it look okay. I won’t be doing a back and forth with you, you are a very bad person. And No, I’m not happy that my child isn’t without her biological dad, but I’ll say this again, she is GOOD!!!! I work hard for that reason. My parents numbers will always be available if you want to visit or see her, you know my home where she is. But that said; you don’t pay school fees, you don’t offer support, you don’t check on her, you don’t pick her calls. I won’t be doing this back and forth with you, you are a deadbeat!!!! And like I told you; GO TO COURT AND HAND IN THESE SCREENSHOTS WITH THEIR CONTEXT!!! I would absolutely absolutely LOVE THAT!!!!🫱🏿‍🫲🏾🫱🏿‍🫲🏾🫱🏿‍🫲🏾🫱🏿‍🫲🏾show more

When your pain, fear or resentment is consuming you,... no one else can pull you out of the dark, because you ARE the dark. Your mindset. Your thoughts. YOU CONTROL where you work & live, who you live with, what you eat & drink, what time you sleep, how you think, how you feel, how you spend your energy & what you do with your spare time. YOU! These things may feel out of your control but they're not. They're all things we can change if we're unhappy but our MINDSET has us convinced we can't, by playing on our fears of the unknown & our own weaknesses. 'What if I can't find other work?' 'What if I don't find anyone else?' 'I don't have time to cook!' 'I don't have time to workout!' 'I have nothing to feel happy about' 'I can't sleep!' Your life will not change, unless YOU do! You need to change your mindset! No one can do it for you. You can CHOOSE to see silver linings OR just the possibility of rain. You can CHOOSE your HARD... - Struggle through a workout vs struggle to look at yourself & how unhealthy you've become - Struggle to learn a new skill vs struggle in a job you hate. Trying to see beyond your unhappiness, 'bad luck' & bad choices is confronting & can feel impossible...BUT it isn't!! It's possible! Not over night but gradually...taking ONE DAY AT A TIME! Be kind to yourself! Changing your mindset & working on overhauling years of negative thought processes is far from easy but in doing so, you'll reclaim your POWER & take back control of your own happiness. Choosing to go out into the sunshine to drink a cuppa (instead of staying cooped up indoors) won't make your problems disappear...BUT it gives you a few seconds of CALM to REFOCUS your thoughts & a dose of Vitamin D & fresh air, while feeling the warmth of the sun on your skin. In making that choice, you reinforce your self-worth: you deserve time for yourself & you deserve to feel good. It's a simple choice that can completely change how you feel for the better, even if just for a moment. In time, your days can become full of those moments & you'll no longer need to look for the light in the dark. You will BE the light! The beacon of your own happiness ❤️🫂 #mindsetshow more

"Life Is Truly Tough, but God Is Always Keeping... Watch by Our Side Disasters keep happening, job opportunities are hard to come by, and we encounter obstacles at every turn. On top of that, we endure the torment of illness, financial constraints, and betrayals in marriage. Faced with various pressures of life, our hearts feel anguished. We cannot help but wonder: Why is life so painful? How can we break free from this suffering? Please read a passage of God’s words. Almighty God says, “Humanity, having strayed from the Almighty’s provision of life, is ignorant of the purpose of existence, but fears death nonetheless. They are without help or support, yet still reluctant to close their eyes, and they steel themselves to drag out an ignoble existence in this world, sacks of flesh with no sense of their own souls. You live in this way, without hope, as do others, without aim. Only the Holy One of legend will save the people who, moaning in the midst of their suffering, long desperately for His arrival. So far, such belief has not been realized in those who lack consciousness. Nevertheless, the people still yearn for it so. The Almighty has mercy on these people who have suffered deeply; at the same time, He is fed up with these people who lack consciousness, as He has had to wait too long for an answer from humanity. He wishes to seek, to seek your heart and your spirit, to bring you water and food and to awaken you, that you may no longer be thirsty and hungry. When you are weary and when you begin to feel something of the bleak desolation of this world, do not be lost, do not cry. Almighty God, the Watcher, will embrace your arrival at any time. He is keeping watch by your side, waiting for you to turn back around. He is waiting for the day you suddenly recover your memory: when you realize that you came from God, that, at some unknown time you lost your direction, at some unknown time you lost consciousness on the road, and at some unknown time acquired a ‘father’; when you realize, furthermore, that the Almighty has always been keeping watch, waiting there a very, very long time for your return.” "show more

Full Fine-tuning vs. Freezing Layers. Interact 👉 and ==... Full Fine-tuning == A real network has many — three layers in this example, billions of parameters in a production model. What does fine-tuning look like when you update all of them? That’s full fine-tuning: continue training every weight in the pretrained network on your new task. Every layer’s W gets its own ΔW. Nothing is frozen — every parameter is in play. Think of an MLP as a chain of prerequisites leading to an advanced course. Layer 1 might be Linear Algebra, layer 2 Probability, layer 3 Advanced Machine Learning — each one building on what came before. Fine-tuning is what happens during graduate study: the foundations are already there from undergrad, so you’re not re-learning. Full fine-tuning is reviewing every prerequisite to see what new topics have appeared and what discoveries the field has made since the last time you sat through them. Effective — but exhausting. This diagram shows the same three-layer MLP twice, side by side. On the left, the pretrained network runs on input X: three weight matrices W₁, W₂, W₃, each followed by a ReLU activation. Full fine-tuning gives the model the most freedom to specialize. Every parameter can move — and every parameter that can move must be stored. But not every prerequisite needs revisiting. The further you go back in the chain, the less the material has changed since pretraining — the linear-algebra basics under your computer-vision course are largely the same as they ever were. The next page does exactly that: freeze the prerequisites that haven’t moved, and only refresh the advanced one closest to your specialization. == Freezing Layers == Full fine-tuning reviewed every prerequisite — Linear Algebra, Probability, Advanced ML — to refresh each subject with the latest topics. Effective, but exhausting. Then you realize something. The prerequisites haven’t actually changed that much. Linear Algebra is still Linear Algebra; the matrix decompositions you learned still hold. Probability is still Probability; the distributions and Bayes’ rule haven’t moved. Almost all the new material — the new ideas, the recent discoveries — lives in the advanced layer at the top. That’s freezing layers: keep the prerequisite layers fixed at their pretrained state, and only update the advanced one. In the diagram below, W1​ and W2​ — the foundational prerequisites — stay frozen. Only W3​ — the layer closest to your task-specific output — gets a ΔW.show more

WHY ARE WE STILL PAYING ALMOST FOUR DOLLARS A... GALLON WHEN OIL IS NEARLY $70 A BARREL?! Oil is trading in the seventies right now. Go back and check the history books. The last time crude sat in that range for any real stretch, gas was closer to two dollars and sixty cents a gallon. Today the national average is sitting near four dollars. Something does not add up, and Americans know it. There is an old saying in this business. Prices rise like a rocket and fall like a feather. Economists even have a name for it. The rocket and feather effect. When oil spikes, the pump reacts overnight. When oil drops, that same speed mysteriously disappears. The industry has a story ready every time. They say they are still selling expensive oil bought weeks ago, so prices cannot fall yet. Fine. But watch what happens the moment tensions with Iran flare up. Oil ticks up four or five dollars a barrel and somehow pump prices jump forty or fifty cents overnight, on oil the stations already had sitting in the ground bought at the old cheaper price. You cannot have it both ways. Slow to fall because of old inventory, instant to rise regardless of it. That is not a supply chain. That is a shakedown. Trump has pushed harder than any president in a generation to open up drilling, cut red tape and increase the actual supply of American energy. That is supposed to be the whole point. More supply, lower prices, real relief for working families filling up their trucks. Families are doing the math at the pump every single week. They are not confused. They can see a rocket going up and a feather coming down, and they are done pretending it is a coincidence.show more

Hood tips: Use moon knight team up 99% of... the time unless you have good awareness and can be aggressive without overextending. With mk team up: start fights with the shield in front to boost demonic energy. Use it to block off heals to tanks pushing up and MELT them. Swing angles on tanks that are slow if you see the backline playing too close. If the dps aren’t right there to immediately punish, you can usually roast both healers or the very least 1 and force the 2nd to scatter and waste resources while their frontline panics. Limit testing helps you determine how much you can get away with. (Video example of swinging past a slower dps or tank when the healers are close.) Mk shield can be thrown mid fight in support ults to give your team the advantage. Same with teams backing up if they’re grouped. Pay attention to off angle dps and don’t let them go unchallenged. You can burst longer range enemies in half demon form if you alternate fire to control the bloom. He excels close to mid range and you want to maximize your uptime. Utilize the block to get max value by being aggressive and choosing when YOU want to use it. IMO his ult is best used with your team so position near them. He’s excellent when the enemy team pops a gambit ult and/or has committed to the push. You’ll be proving bonus health to nearby allies while in your ult and if positioned and timed well the enemy will have a hard time getting away even if you don’t kill all with your ult, your team is there and has an advantage. Use his void walk either defensively or offensively, you can force them to back up if you push past the frontline and drop your shield. Hes viable in almost any situation and the only thing ive had trouble dealing with is Black Cat but there’s not much you can do with that. (Team died in the clip womp womp)show more

Last night I asked Claude Code to build me... a simple script: pull on-chain data from Polymarket and sort wallets by win rate Nothing ambitious. Just wanted to see who is actually making money on 15-minute BTC markets The terminal finished in about 20 minutes. Hundreds of addresses, columns of numbers, nothing interesting And then 1 wallet caught my eye 200+ trades per day, consistent profit every week, almost surgical timing precision. I reread the line 3 times. A real person does not trade like this I fed the address back into Claude Code and asked it to break down the pattern. Half an hour later I had a full strategy reconstruction on my screen The bot (and it is definitely a bot) pings Binance and Bybit every 100ms monitoring volatility compression on BTC. When it drops below 0.08% it enters Up and Down contracts simultaneously at 25 to 35 cents each. A pure straddle. 1 side burns, the other flies to a dollar. At a 30-cent entry that is 3 to 4x per position And so it goes in circles. Dozens of times a day I sat there staring at it for about 10 minutes $13K to $25K in daily profit from a single wallet. Not a trader with intuition, not an insider with information. An algorithm that found a hole in market mechanics and methodically milks it You can check the trade history yourself: After that I went looking for whether anyone else is tracking this wallet. Turns out yes. Found a Telegram bot that tracks wallets like this and copies their trades automatically I connected it to the same address just to see if the entries would match what my terminal was showing. Matched perfectly Still testing on minimum amounts for now: But the fact that you can stand next to an algorithm like this in real time is something that simply did not exist a year agoshow more

watched a guy stream yesterday. 1000 games this season.... same rank. but here's what he did: posted a highlight clip. "consistency is key" talked about his "grind mindset" made a tier list video about matchups. created content about his journey. everyone in chat: "grind god, keep pushing" but nobody asked: why are you still here? 1000 games. still master tier. that's not a grind. that's an addiction. here's the brutal truth: grinding FEELS productive. you're playing. you're improving. you're getting better. except you're not. you're just busy. the highlights you post? that's 1 out of 50 games. the other 49? you're making the same mistakes. the same positioning. the same macro decisions. but the GRIND itself feels good. because grind = progress in your mind. virgin grinder: plays 100 games, reviews nothing, posts highlights, calls it a grind chad improver: plays 10 games, reviews every one, makes changes, climbs but the virgin FEELS like he's doing more. feels like he's working harder. feels like he DESERVES to climb. here's what actually happens: you play 1000 games without CHANGING anything. your brain gets addicted to the effort. to the routine. to the FEELING of grinding. "i played 8 hours today" → dopamine hit im up 50 lp! so. you're still not good at the game the disconnect breaks your brain so you post another highlight and tell yourself "consistency" consistency at WHAT? being hardstuck? watched another guy play 200 games. changed his mindset. climbed 2 divisions. why? because he didn't grind. he ADAPTED. the grind is EASY. you just queue. you just play. you just show up. but actually IMPROVING? that's hard. that's thinking. that's admitting you were wrong. that's changing habits. most of you will never do that because the grind is COMFORTABLE. it FEELS like you're working. it FEELS like progress. it FEELS like you deserve the climb. but more games does not equal results. your friends see you playing 8 hours a day and think you're dedicated. but you're not dedicated. you're ADDICTED. addicted to the feeling of "grinding". addicted to the routine. here's the uncomfortable truth: if you've played 500+ games and haven't ranked up significantly, you're not hardstuck. you're COMFORTABLE. you like grinding more than you like climbing. because climbing requires CHANGE and change is terrifying. grinding is safe. grinding has no accountability. grinding lets you post highlights and say "progress" but climbing? climbing forces you to admit: i was wrong. my playstyle is bad. i need to change fundamentally. that's painful. so you grind instead. you grind and you grind and you grind and you tell yourself the climb will come. but it won't. not until you stop grinding and start CHANGING. the saddest part? you have the time. you have the will. you have the mechanics. you just don't have the HONESTY. the honesty to admit 1000 games with zero progress isn't a grind. it's a cry for help disguised as improvement. study the saskio wayshow more

What happens when Europeans find out how poor they... are? The Europoor? Nothing. That’s what happens. Americans ring the White House every morning to ask what the GDP is today, the way the rest of us check the weather. The trouble is that GDP is what you get when you stick Jeff Bezos and a man sleeping in a Walmart car park into a spreadsheet and take the average. It tells you the country is rich. It does not tell you that a hundred million people inside it are quietly not. GDP measures how much money sloshes around. It does not measure whether any of it ever reaches you, or what sort of life you get to live once it does. It also, rather conveniently, doesn’t mention the bill. Because the whole American miracle is being run on a credit card that has been on fire since the Reagan administration. The federal government owes nearly forty trillion dollars. The households owe another eighteen. Car loans, student loans, medical debt, a mortgage the size of a small principality, and a Visa bill that arrives in an envelope you have to open with tongs. This is the country lecturing the rest of us about prosperity. This is a man pulling up to valet parking in a leased Lamborghini and calling himself rich because nobody at the table has yet asked to see his bank statement. Run any household like that and the bailiffs would be through the door by Thursday. Run a country like that and apparently you get to be on the cover of The Economist. And this is where the whole sermon falls apart. Because on every single thing that actually makes a life worth getting out of bed for, Europe wins. Not by a bit. By a humiliating distance. The food. The streets. The holidays. The pavements you can walk on without being flattened by a Dodge the size of a small barn. The cities built before the invention of the strip mall. The Tuesday afternoon that contains an actual lunch, rather than a protein bar eaten standing up over a keyboard. The summer that contains an actual summer. Pick any parameter that matters to a human being who is alive and would like to remain so in reasonable spirits, and Europe is ahead. Often by a mile. Sometimes by an ocean. So no. Europeans are not about to find out how poor they are. We found out years ago, had a long hard look at the alternative, the debt, the diabetes, the drive-thru funerals, and decided we’d really rather not.​​​​​​​​​​​​​​​​ If you like what you read, follow Gandalv on X: Gandalvshow more

Goldman pays $27,000 per seat for a Bloomberg Terminal.... I found 10 open source tools on GitHub that replicate almost all of it for free. Retail investors have never had this much firepower. Bookmark & Repost this one: 1. OpenBB Stocks, options, crypto, forex, and macro data in one research platform. Build your own dashboards, reports, and AI analysts on top of it. The OG of open source finance. 50K+ stars. 2. FinceptTerminal A full financial terminal: global market data, advanced charts, economic indicators, portfolio analysis, and AI research tools. Windows, Mac, and Linux. 3. Neuberg 516 drag-and-drop panels covering equities, bonds, commodities, currencies, credit, and macro. Even connects to Alpaca, Hyperliquid, and Polymarket so you can trade from the terminal itself. 4. Qlib (by Microsoft) An open source AI platform for quant investing. Train ML models, discover signals, backtest strategies, and build portfolios with the same workflow a quant desk uses. 5. FinRobot An AI equity research team on your laptop. Its agents read financial statements, build DCF valuations, debate bull vs bear cases, and generate full investment reports. 6. EdgarTools Turns the SEC database into something humans can actually use. Pull 10-Ks, 10-Qs, insider trades, executive pay, and hedge fund holdings going back to 1994. 7. LEAN (by QuantConnect) An institutional-grade engine for trading algorithms. Write strategies in Python or C#, backtest on decades of data, then connect to real brokers and go live. 8. FinanceToolkit 200+ financial ratios, valuation models, risk metrics, and economic indicators. Works on stocks, ETFs, options, currencies, commodities, and crypto from Python. 9. Ghostfolio A private wealth dashboard for stocks, ETFs, and crypto across all your accounts. Performance, allocation, diversification. Your data never leaves your machine. 10. OpenTerminalUI A self-hosted trading terminal: pro charts, screeners, options chains with live Greeks, portfolio optimization, backtesting, and an AI research agent. Runs entirely on your own hardware. Bloomberg spent 40 years building a $27,000/year moat. Open source is draining it one repo at a time. The software is free. Some live data feeds need your own API keys, but the barrier is now effort, not money. If you want the exact workflows we use to stack these tools with AI, join the AIBullss Discord:show more

An Anthropic paid for my espresso at Sightglass when... he saw my screen. I was backtesting a Claude-built arbitrage system. Terminal open. Live trades firing. He glanced over. Stopped walking. That is not TradingView. What framework is that actually running. Claude Code. Three repos. One prompt. $20 per month. He sat down across from me without asking. I work on AlphaGo successor models. We test reinforcement agents for market simulation. You are running something similar but you let Claude write the strategy layer. Not just strategy. Detection. github/warproxxx/poly_data 86 million Polymarket trades. Every wallet. Every position. Every timestamp. You are feeding Claude transaction history and letting it identify asymmetric behavior patterns. Then cloning the profitable ones in real time. Exactly. One prompt: Scan every wallet with 150+ trades and ROI above 65%. Rank by consistency. Export top 40. Claude processed 18,600 wallets in 6 minutes. Returned 38. Top 15 wallets outperformed the bottom 18,000 combined. That is not analysis. That is alpha concentration. Precisely. And you did not write the ranking algorithm. Claude built it. I just connected it to execution logic. Then I opened the second repo. github/Polymarket/polymarket-cli Official Rust CLI. No auth required for reads. 600+ markets scanned in under 3 minutes. Claude scores: liquidity depth, pricing gap, resolution timeline. 512 markets reduced to 28 before capital moves. 94.5% filtered out before entry consideration. A notification hit. Position filled. +$127. How does it decide entry timing. Four agents. No shared state. Arbitrage detector, convergence scanner, whale mirror, volume surge tracker. 3 agents agree: full position. 2 agree: half size. Split vote: skip. Consensus filtering alone eliminated 46% of losses in backtest. And exit logic. The 38 top wallets almost never hold to settlement. 89% exit early. Average 71% of max profit captured. Immediate redeployment. My bot exits at 82% of projected move or 4x volume spike. Whichever hits first. You built a whale copy system that exits before the whales do. Correct. He set his coffee down slowly. How many trades per day. 12 average. Most rejected by filters before I see notifications. My setup: Claude API: $20/mo VPS Frankfurt: $6/mo poly_data: free polymarket-cli: free $300 seed capital. 34 days ago. $18,700 now. 318 trades. 76% win rate. Sharpe 2.61. I have not modified it in 34 days. He stared at the terminal without blinking. This is exactly what our adversarial testing team models. Market-adaptive agents with autonomous strategy evolution. Except you deployed it live. He messaged me the next day. Would you consider a conversation with our safety research lead. I told him this post is the conversation. Too late to contain. The edge is not predicting markets. It is identifying who already wins and mirroring them before the pattern shifts. You only need Claude + device + 1 hour per day. Giving this free for 24 hours. To get it: 1. Comment the word "Money" 2. Like and retweet this post. 3. Follow me Himanshu Kumar so I can DM you Save this post. Build the whale mirror system this week. Start with $200. Scale on evidence.show more

🚨 Aurora Alert! 🚨 Hey everyone, a Coronal Mass... Ejection (CME) from the Sun is heading our way, potentially sparking strong aurora displays tonight into tomorrow (Nov 7-8). NOAA predicts arrival of the CME around midnight UTC on Nov 7, but add +/- 7 hours for uncertainty. The CME we are concerned with specifically launched due to an M7.4 CME produced by AR 4274. In coronagraph imagery, a full halo eruption iswasclearly seen. This is how we know this particular eruption is coming at us. When it will hit and how strong it will be are not things we can predict until we see the shockwave detected by satellites close to Earth (ACE, DSCOVR at the L1 point). The forecast shows possible G3 storming, and there are multiple CMEs on the way besides the main arrival around midnight on Nov 7. There is also a coronal hole that may enhance and add additional complexity to the situation, affecting arrival times of the CME(s). Conditions need to align for the best-case scenario to play out. The CME needs to hit (most models have a high % chance of this happening, but you never know), and the Bz needs to be southward for some time for conditions to ramp up. The auroral ovals may expand to lower latitudes, and chasers above the 45th parallel may see auroras all night long. During substorms, the aurora "explodes" across the sky and becomes bright and tall. These explosive bursts push the northern lights higher in the sky, making them appear further equatorward. Download my free e-book and check my blog for substorm info: E-book: Substorms: Your aurora apps will likely not tell you when a substorm is occuring, but these times are VERY important since we have a full moon. Without a substorm, you may not be able to see the aurora well. To track substorm activity, I use the GOES magnetometers. I have a tutorial about how to use these data on my website: . A few aurora apps/websites may help you track substorms. For example, the Glendale App issues alerts when substorms are occuring: . This app has a bit of a steeper learning curve compared to others, but it provides useful alerts for catching brief intensifications of aurora. I also like Norlys ( and Aurora Notice ( Webcams are probably the MOST helpful resources, though. I have a large list of cameras all around the world and the northern U.S. on my website: . If you see the aurora on a webcam near you, it is out at your location, too. The Maine webcam in particular is great to get a "feel" for how aurora might shape up across the Lower 48. I always have that one pulled up as sun sets on the east coast to see if aurora can immediately be seen on the northern horizon. Keep following for more updates on this event. I am at a workshop today until 5 pm MST then traveling back to Calgary on my way to the Aurora Summit, so be patient with my updates. I am working as fast as I can :) Thanks!show more

Hello Hugh Thomas , let’s do it one by... one, sample by sample, stone by stone. Whenever an artificial stone recipe of mine reaches a certain stage that’s the results are comparable to the natural version I’ll send a cast sample to you (with its mold) to analyze. The first one could be this perfectly chiseled fake limestone cube. As you can see you can’t fit a razor blade between the stone and the cheap silicone mold from Temu. This proves my micro chiseling skills. The recipe is public, you don’t even need my cube, you could create your own - but you won’t. So I’ll send this cute cube to you. The “secret” recipe is: I started from wood ash lye, also called potash, or K2CO3, by slowly dripping water through hard wood ash. Hard wood ash from your fireplace, yeah. Then I added slaked lime, and the chemical reaction produced fine, molecular level CaCO3 particles, fine limestone floating in the liquid. FYI: the secret chemical reaction is, and was in the ancient times as well: K2CO3 + Ca(OH)2 = CaCO3 + 2KOH Yummy! Next step: I let the limestone particles settle, and poured the KOH, potassium hydroxide solution above (that also formed in the liquid, see above) into the kitchen sink as it is a very good drain cleaner indeed. I added water and poured it into the sink several times, trying to clean the slurry from the KOH. So yes, the cube is from almost pure limestone, CaCO3 - with some residual KOH contamination. The KOH contamination can be reduced infinitely, I just stopped after 4 rounds. (Pro tip: put the slurry into a filter bag and put the bag into a mountain creek for an hour.) The next step is filtering and pressing the remaining liquid from the slurry. Because it’s a wet mess at this point. Pressure is a key factor to success! At least one thing is accurate from the universal canon: no pressure-no stone. How do I know? By trying and failing a few (dozen) times. So I poured the white limestone slurry into a sock 🧦 and pressed and squeezed it by hand - and that was JUST enough pressure for the magic to happen 😮 It looks like nature/god is on our side, everything is working as it was designed this way. Then I put the almost dry limestone paste into this Temu mold. Fun fact: it still contains a lot of water which will eventually be pressed out as the crystallization progresses, so we’ll need to get rid of that water through a hole, a nub. But there is no hole 🕳️ on this Temu mold so I poured the excess liquid from the top a few times. Hardening time=drying time=crystallization time : 1 week. The important lesson I learned from this experience is as follows: I tried to understand why this sludge turned into hard stone, because, as we were told, IT IS IMPOSSIBLE, and my understanding is this: wood ash lye does two different magics in parallel for this to happen: 1. It magically contains the right kind of contamination to facilitate calcite crystal formation and 2. The incredibly high pH (remember, 2 molecules of KOH are produced from 1 molecule of K2CO3!) in the liquid boost the calcite formation even more. ———- My only request from you and your colleagues concerning this analysis is full, 100000% transparency. And be honest. I know something you clearly don’t: you have lost this battle already. We need the data fast, not in 4 years or something. Transparency means sharing whatever you find here on X, without scientific drama and pullbacks. We don’t need a 947 pages scientific paper. We need the results, the data only. BTW: I already know what you will find: a “special type of natural limestone” with some minimal potassium contamination🤣🤣🤣 Now feel free to DM me, let this scientific analysis happen! And thank you for your offer!show more

The abandoned shack was supposed to be empty, but... Deputy Caleb Turner heard a chain scrape against metal before he’d reached the back wall. Neighbors had reported movement around the property, and he’d expected to find teenagers, someone hiding from the rain, or maybe an animal looking for shelter. Near the darkest corner, a brown dog sat against a rusty pipe with a faded green collar around his neck and a short chain holding him in place. Dust covered the dog’s coat, while a dirty bowl sat nearby with only a little food left inside. Not once did he bark when Caleb stepped closer. Instead, he lowered his head, pressed himself harder against the wall, and followed every movement as if he’d already learned that people usually brought trouble. Caleb stopped before the chain pulled tight. Rather than reaching straight for the collar, he turned slightly to the side, lowered himself slowly, and held out one open hand. After a long moment, the dog lifted his nose and moved one ear toward the sound of the deputy’s voice. “Easy, buddy. I’m not going to hurt you.” Those words didn’t change everything at once, but the dog’s breathing slowly began to settle. Little by little, he allowed Caleb to move close enough to touch the collar without pulling away. Rust had nearly locked the clasp shut. Whenever the metal shifted, the dog flinched, so Caleb worked carefully and kept his other hand still where the animal could see it. Several attempts passed before the hook finally opened and the loose chain dropped onto the wooden floor. Freedom didn’t make the dog run. For a few seconds, he remained beside the wall and stared at the empty space in front of him, almost as if he didn’t understand that nothing was holding him anymore. Without pulling, Caleb moved both hands back and waited. One careful step brought the dog away from the corner. Another placed him close enough to smell the officer’s uniform, and then he pressed his head and shoulder against Caleb’s leg. By the time Caleb rested one hand on his back, the dog was leaning into him with all the trust he had left. Outside, another deputy called that the property was clear. Looking toward the open doorway, Caleb stayed still while the dog remained pressed against his leg. Whatever he said into the radio next would decide where the dog spent that night.show more

Oh sweetheart… I really hoped we wouldn’t have to... do this. Especially on Thanksgiving Eve. But since you’ve decided to publicly rewrite history with your little meltdown today, buckle up. We’re taking a field trip into the saga of one of the many bargain-bin ratchets my ex cheated on me with. Let’s begin. Back in May, YOU Chelsea slid into my Facebook messages out of nowhere (Screen Recording 1), foaming at the mouth because you thought I sent you a friend request. I have over 2,000 pending requests. If I accidentally tapped yours while scrolling, congratulations on the high point of your decade. Your hostile meltdown over a friend request was… honestly, a medical red flag. So I blocked you. Naturally, you slithered over to Twitter next (Screen Recording 2) because you were blocked on Facebook. At this point I’m thinking, “Why is this woman obsessed with me over a friend request?” I’d asked my friends if they knew you, they had no clue. I asked Aidan if he knew who you were. Aidan told me you were just a fan, a nobody. I asked why you’d send me these weird messages, “He has a lot of crazy fans and gets tons of crazy messages,” he said. And wow, did you prove that correct. I blocked you there too. End of story… until it wasn’t. Fast forward to June 18. I discovered you were sexting Aidan in April during a break we had. Gross, but whatever. We stayed together a bit longer before officially breaking up in July. A week later, an account magically appears: Mere’s Diary. Posting vomit about me and the breakup, a breakup nobody knew about yet. And who was this brand-new hate account tagging? Your tiny burner account. The one with no followers. That nobody else could possibly know existed. What an incredible coincidence. Almost miraculous. And like divine intervention, the account vanished the second it was brought to Aidan’s attention. Shocking. Fast-forward to today, I finish work, and here you are– proudly teaming up with the Ratchet Voldemort Squad, posting random screenshots, private conversations, and whatever scraps Aidan tossed you to weaponize against me. Cute hobby. And the icing? I checked my spam folder and found more messages from you on 11/6/25 at 4:04 AM (Screen Recording 3), threatening to “be your worst fucking nightmare.” You know what’s really scary? Your sleep schedule. Yet somehow I’m the one being accused of stalking YOU? Girl. You can’t even lie convincingly. Let’s talk about these “unknown calls”: Let’s see actual proof you received them, because you should absolutely be contacting police if someone is allegedly calling you thousands of times. Way more effective than sending deranged 4am threats that sat in my spam folder til today. Show proof I had anything to do with them. Spoiler: you can’t. Because I didn’t. And because you’re lying. The extent of my communications with you is right here in the screen recordings. That’s it. That’s the whole story. Everything else is just your delusion dressed up as content. Let me recap this for the people in the back: • YOU messaged ME first, unprovoked. • YOU harassed me over a friend request I probably tapped by accident. • YOU made a fake account about me to tag YOURSELF with. • YOU have been switching accounts like it’s a buy-one-get-one special. • And now YOU are doing Aidan’s dirty work, because apparently you’re ratchet #3 in the rotation this week. I’ve never publicly discussed Aidan’s cheating because, unlike you, I have dignity. Despite all the one-sided screenshots that have leaked, painting a very inaccurate picture of a private relationship, I haven't shared any of his messages or fought back. But since one of the Dollar Tree side chicks is now trying to rewrite my life for clout, here we are. I hope people are starting to realize that I’m not the one instigating any of this as I’d really rather keep private things private. Almost like this little “Temu Storm” of gutter muppets is coordinated on behalf of someone who wants to paint himself as the victim. I offered to “take that walk” with the ratchet who eats paper and the ratchet who suddenly became beloved this week after faking rape for a year, but apparently they sent the understudy instead. Anyway, Chelsea—keep posting your random, context-free screenshots. Keep playing the victim. Keep pretending you’re being terrorized by someone who doesn’t even have your phone number. But before you claim 2,000 calls again, maybe — just maybe — show a single shred of proof. I’ll wait, bitch. PS-I feel like tonight is the perfect time to premiere Jess’s new video. Spoiler alert- it’ll be way better than the one Kate made.show more