RayStone — last batch UPDATE! Last batch will open... on Monday, April 8th — 3 PM UTC / 8 AM PT Yesterday's unpause showed it's physically impossible to release small batches. Next one will mint out. Just 420 RayStones left. Meanwhile, look for giveaways and raffles on Discord and X! Brace yourselves! Get ready! Do some stretching and stay hydrated! Let it RAYS!show more

LAST RAYSTONE BATCH 🙌 Monday, April 8th — 3... PM UTC / 8 AM PT Total supply: 3333 / 420 RayStones left 🟠 FREE mint! secondary at 0.0085 BTC 🟠 WL based on snapshot (2024.04.02, before release): — holders of any of my Ordinal collections — holders of unlisted Runestones and/or 🧙🏽‍♂️ The Wizards of Ord ⚡️ (thanks to lifofifo ◉) 🟠 WL closed — no exceptions 🟠 1 mint per wallet — addresses that minted already won't be eligible MINT WEBSITE: LET IT RAYS! 🔥show more

Batch Normalization by hand ✍️ ~ 7 steps walkthrough... below Batch normalization is common practice for improving training and achieving faster convergence. It sounds simple. But it is often misunderstood. 🤔 Does batch normalization involve trainable parameters, tunable hyper-parameters, or both? 🤔 Is batch normalization applied to inputs, features, weights, biases, or outputs? 🤔 How is batch normalization different from layer normalization? So I drew and calculated one entirely by hand. Goal: normalize a mini-batch of 4 examples to mean 0 and variance 1, then let the network scale it back. = 1. Given = A mini-batch of 4 training examples, each with 3 features. = 2. Linear layer = Let us multiply by the weights and add the biases. Batch norm sits after this, which answers the second question: what gets normalized is features, not inputs, weights or biases. = 3. ReLU = We apply the activation, and -2 becomes 0. Negative values are suppressed before any statistic is taken. = 4. Batch statistics = Let us compute the sum, mean, variance and standard deviation, one row at a time. A row is a feature and the four columns are the four examples, so every number here measures one feature against the rest of the batch. That is the "batch" in batch normalization, and it is exactly what layer normalization does not do. The statistics are rounded to whole numbers, which is what keeps the rest of the page doable in pen. = 5. Shift to mean 0 = We subtract the mean, in green. The four values in each feature now average to zero. = 6. Scale to variance 1 = Let us divide by the standard deviation, in orange. Each feature now has variance one, whatever scale it arrived at. = 7. Scale and shift = We multiply by a linear transformation and pass the result on. The diagonal and the last column are trainable, so having just forced every feature to mean 0 and variance 1, we hand the network the means to undo it. The outputs: Mean of each feature = [2, 1, 2] Std dev of each feature = [1, 1, 2] To the next layer = [2, -2, 2, 0], [-3, 3, 6, -3], [2, 0, 1, 2] The answers: 🤔 Both. The scale and shift are trainable, the statistics are not. Epsilon and the momentum on the running statistics are the hyper-parameters, and one mini-batch by hand needs neither. 🤔 Features, after the linear layer, not inputs, weights or biases. 🤔 Batch norm measures across the batch, one feature at a time. Layer norm measures across the features, one example at a time. 💾 Save this post!show more

The amount of hype around Omarchy on my X... timeline over the last few weeks, was a bit suspicious, but now that I tried for myself.....but holy shit its good! And I am only getting started with setting it up. It's only been 3 hours since I installed and I am absolutely loving Omarchy. I can see Omarchy Linux becoming my main daily driver device very soon. 2026 really is turning out to be the year of Linux. Anyone that's curious, just try it for yourself. I am running it on an 8 year desktop which was just collecting dust and I didn't know what to do with it.show more

The final mint for ARC Stellars. ⏳ We've always... looked at building ARC from a community-first approach. Today, as part of those efforts, we are announcing our final batch of minting for ARC Stellars as we look to close the mint at 888. ➡️ Why 888? In the last 2 years, we have learnt a lot about what is needed for a community to grow and thrive. Building a community involves constantly optimising for connections, relationships and emotional bonding. In addition, ensuring that it thrives requires a huge amount of work to constantly deliver value to each and every member. Keeping our community small, close-knit and maintaining our curation principles will put us in a better place to achieve the above. ➡️ Who are we looking for? We are on the lookout for builders and investors in Web3 and Web2, based in growing and developed crypto/tech hubs all across the world, including Hong Kong, Thailand, Vietnam, Dubai, US and beyond. Our priority is to ensure that every new member is able to bring fresh, added value to our community. Therefore, please spend time on your application and help us understand more about you and what you could bring to the collective as a member and contributor. Please share any relevant information that could be helpful in verifying your profile, such as links to your company website, resume, portfolio, etc. Also, link your strongest social media profile and ensure it's public. ➡️ What are the dates that I should look out for? Applications will start on 15 Aug, 2PM (UTC+8) here: To apply, you will need a referral link from an existing Stellar. Successful applicants will be informed via email, starting from 2 Sep, 2PM (UTC+8). You will then be provided with information on how to mint your ARC Stellars NFT and Fyrian, our curation token. If you do not hear from us, it is likely that your application lacked the necessary information to proceed to the next stage. ➡️ Things to note: ✨ The mint will be on a FCFS basis. Once we hit 888, we will close the mint ✨ Ensure that there is at least 3ETH + gas fees in your allowlisted wallet ✨ Add [email protected] to your email provider's 'Safe Senders' list ➡️ What happens after 888? There will be no more direct mint at 3ETH. You can choose to purchase any listed Stellars on the secondary market, but you'll still need to apply and be reviewed to mint Fyrian and join our community. If you have any other questions, reach out to our ARC Helpdesk volunteers like NFT_Unker 🇸🇬, 0xSteamboat, LegallyBullnde, 852luk.moca 🇭🇰, etc. 😊show more

We are now back to full blown hard work... after an incredible week at #aptosworldtour We are more bullish on Aptos than ever after seeing the incredible team and developers enjoying the MOVE language. But we are back now and all about #Propbase so we need to drop an update to timings for April as we have a better idea now! Remember these dates are all tentative as we are working overtime to get everything out in April Mega Announcement 3 – 17th of April Initially we wanted to be ready by 12th of April but we need to polish the presentation a little more so we now anticipate the announcement on the 17th of April. We are incredibly bullish on this announcement and can’t overstate how huge this will be for Propbase! This will be the biggest announcement to date! NEXUS – 27th of April We want to prove how incredible Nexus is so we will get our first property listed before our next top 10 CEX listing, this is a mega bull move in our opinion. We can tell from our DM’s of people trying to get their accounts ready to buy property, that this initial property launch won’t last long! CEX Launch date – 30th of April How do we plan to finish the month off? TOP 10 CEX LISTING. So we will drop our Mega announcement and let the community get absolutely pumped over the news then we will see a 1 minute sell out on our first property listing (what we anticipate) and then move to our largest CEX to date. Going to be a blockbuster month! $PROPS #PROPS #Propbase #RWA #APTOS #BlackRock #Propertyshow more

Brace yourselves & get ready for the upcoming $G3... token airdrop! Let's dive into the details: 👀 What airdrop? We've allocated 50M $G3 tokens (5% of the total supply) towards our airdrop campaigns, which will be broken down into 3 phases. - Phase 1: Rewarding early users & supporters, 15M tokens will be distributed, fully unlocked, with no vesting, on the listing day (keep reading for eligibility criteria) Phases 2 and 3: Focused on upcoming launches, 35M tokens will be allocated to future major features to incentivize new platform users and activations. 🤔 Why airdrop? We wanted to express our appreciation to our dedicated community and partners, who have been integral to our journey over the past two years and will continue to help us build the home of web3 gaming. 🔍 Who airdrop? • Users: Registered users ranked from Iron to Diamond are eligible for the airdrop, which has increasing allocations in ascending order. • GAM3RS NFT Holders: all 333 holders will be eligible for the upcoming $G3 token airdrop. Make sure you apply for the free mint at Magic Eden 🪄 on March 29. • $POLS Holders: To honour our early community days, we're including holders of Polkastarter's token in our upcoming airdrop based on holding tiers. • Partners: Select communities & partners will also be included in our upcoming airdrop. Stay tuned to our socials for official announcements. 📍 Where airdrop? Eligibility checker and claiming portal will both be directly on our official website please stay safe and verify the website domain to avoid fake links or scams. ⌛ Wen airdrop? Phase one will go live on the listing day (April). Each user will be able to check their eligibility directly on our platform and must claim their allocation within 30 days of listing day. For more information, check out our full airdrop breakdown here:show more

Today we visited Power at 3 PM. The vets... informed us that she didn't eat anything during the night, so they started an intravenous drip with fluids (saline/water) to keep her hydrated. Even during our visit she did not wanna eat anything, but we did manage to give her a solid 45 minutes of pure cuddles. We also received the three invoices covering the Operation that she will get on monday, daily hospitalization costs plus the full ultrasound they gave her. (and I'll upload them to the main GoFundMe page). The Veterinary confirmed that the operation will be an exploratory laparoscopy with a micro camera to see what's going on and there will be no actual removal of the mass just a biopsy of a small part of the tissue and lymph node to get analized. and that they will need to make a second surgery when her clinical situation get more clearer to get the mass removed and start the chemo. Sadly we have not yet a quote for those. Power will also get a gastric tube to make feeding her easier. With that, she will be able to come home to us wednesday while we wait for the removal surgery. She relaxed a lot during our visit and of course we will continue to update on her conditions daily! thank you so much to all the people that decided to help Power with the donations you have no idea how gratefull I am.show more

This Dallas mom grosses $1m/year in 4 months of... work. What does she do? Decorate porches with pumpkins in Dallas and Houston. Here’s how the business breaks down: Orders open in July and she sells out in August. Last year she did 900 jobs for $300 - $2,000+ each. She also charges extra for removal. She has 15 drivers, 10 delivery guys and a warehouse staff. She’s been in business for 4 years. No niche is too small! I will die on that hill. Hat tip to my friend Barrett Linburg for pointing this out to me. He’s a great follow and real estate expert savant! I’m hopefully having her on my podcast to dissect this business even more. I just posted about her on IG and it’s looking like it may go viral so hopefully that’ll get her attention. 😂 Look up the Koerner Office on YT or any podcast platform to watch when it goes live.show more

ALPHA BY NEARWEEK, PAY ATTENTION NEAR HUNTERS! Here's the... alpha you need! 🔽 NEAR Protocol's Thread Contest has been extended! Content creators can still submit their content for a chance to win $500 in $NEAR. More details in the NEAR Protocol Discord: Edge Video AI's 100K points per day competition will officially go live on Monday, but the system will be fully operational over the weekend for early access by players. To participate, scan the QR code and join both single and multiplayer quizzes. Accumulated points can be converted into $FAST tokens. More details at trisolaris 🅣 has launched new farms to support #NEAR native stablecoins with the help of Aurora. Users can now deposit USDC-USDC.e or USDT-USDT.e for a 34-37% APR. Rewards will be in $TRI & $AURORA. Frax Finance ¤⛓️¤ $FRAX collateral and borrowing is now open on CoffeeDAO with a supply APY of 23.43%. Users can now supply or borrow at Meta Pool has launched the $mpDAO token to empower users through a transparent, inclusive, community-driven governance system within Meta Pool, where token holders vote and earn from protocol fees. SWEAT💧 is launching the Arabic version of Sweat Wallet and will be ready for mass adoption in the Middle East region. This will enable users to do transactions with $SWEAT token. Pumpopoly.com, the virtual property simulator on NEAR has just received a $5000 grant from Near Gaming DAO. The grant will be used to reward active users on Near Tinker Union | NTU has received 1.4B $LONK from Lonk 🐲 on airdrop day! The team will soon commence distribution through their flagship product, Meteor Wallet. Airdrop will be exclusive to all 3333 Tinker holders. UNIFAT - The first batch of ranking rewards will be distributed on April 22nd, followed by the second batch, which will consist of four sub-ranking rewards. Check out ranks: Playible has just launched its point system where users can compete and win weekly cash prizes. In the future, points will also offer additional benefits. More details at NFT is ART will be the next NFT collection to launch on NEAR, following the previous collection's success. lilcrow💜, a well-known artist on #NEAR, will lead this collection. Rogues has revealed Season 2 Leaderboard prizes. 6 Legendary Lootboxes will be distributed to the top 3 on the leaderboard. That's it for this week's ALPHA by NEARWEEK, but don't think we're out of intel! 🔮 Here's one more: the recap from this week's NEAR ALPHA SHOW with :show more

People often ask what a normal week at a... dog rescue looks like, and the truth is, it’s rarely glamorous. One day you’re climbing headfirst into a drainage tunnel at 9 AM, and the next you’re out feeding street packs in a rainstorm. Sometimes it means showing up to work feeling completely unwell but refusing to quit, or relying on 10-minute car naps between rescues just to keep your eyes open. The exhaustion is real, and some weeks completely drain you but then you look at that last photo. Seeing Tina’s Hospital finally coming together makes every single rainstorm and brutal day completely worth it. This is exactly what we are working so hard for, and we wouldn't trade it for the world. ❤️show more

And with that, the US Open dream is over... 😞 Just wrapped up U.S. Open local qualifying at Medford Village Country Club Didn’t quite have my best stuff off the tee today—and on a course this tight, that’s a problem. When I did find fairways, I couldn’t get it close enough to give myself real chances. Greens were absolutely rapid if you were out of position… borderline terrifying at times 😅 but I did hole some really good putts to grind out pars and keep the round alive. Only one birdie all day though, and that’s never going to get it done at this level. Finished +3 (75) — currently 37th out of 120 (top third of the field), so there are still some positives to take. Battled well, stayed patient, and didn’t let it completely get away from me—which is something I’m trying to get better at in these events. One qualifier down, one more to go in June for The Open Championship. Plenty of work to do before then—tighten up the driver, sharpen the wedges, and turn a few of those pars into birdies. Another opportunity coming… and I’ll be ready to give it a proper run 👊 Thanks as always to Shot Scope for the wonderful stats!!show more

OFFICIAL: EASTER EGG GUIDE FOR TOTENREICH: Wonder Weapon: 1.... Head to The Drydocks and lower The Crane, this will allow you to wall jump and interact with the tip of the ship to pick up the Chain Link 2. Next, Head to Storm Bridge and pick up Chili Chunks behind the truck next to Deadshot 3. Place Chili Chunks on the table in the middle of the Skalen Market 4. Next, Head to Burial Grounds left-side door and interact with the keyhole. 5. Interact with the door again and hold it to open the door and to unlock the underground area. 6. This will spawn a Zursa Bear during a special round (starting the second special round) you need to kill him and he will drop The Lantern 7. Place The Lantern in the center of the Underground Room in Burial Grounds. 8. Constellations will appear around the wall. Interact with them as they’re shown on the table in this order: left, right, back, front. 9. Once completed, Astrid will appear and talk, she will then travel to different areas of the map. She will occasionally stop and you will need to kill frost zombies next to her. 10. Once all the Soulboxes are completed an Obstacle Course will form on the outside of The Lighthouse, climb to the top by Jumping / Wall Jumping up 11. Once you reach the top, Listen to the Astrid talk and pick up The Jotunn Star Wundersignal: 1. After completing Jotun Star Quest Head to The Lighthouse and inside on a shelf there will be a Crowbar 2. There are Multiple Wooden Boxes around the map with red IDs on the bottom right corner of the front of the box in red (for example III-6) use The Crowbar on the Wooden Box that has the Roboterteile ID (the IDs are on the shipping manifest in the War Factory Admin Room), this will give Flak Gun Round War Factory Core Foundry Fjord Road Dry Dock 3. Head to Turret Gun beside The Lighthouse and place Flak Gun Round then melee with Jotunn Star 4. Next, Head to The Robot Head in spawn and interact with it to search broken piece to get The Transmitter 5. Go to Tyr’s Head and place it inside the Wall Machine thingy at the top of the Ladder 6. Next, whilst inside of Tyr’s Head underneath the balcony there are 3 white lights, 2 of these lights will blink, count how many times it blinks -Both lights will remain on, There is the sound of a light turning on to indicate the start of a new light flashing cycle where both lights will flash at the same time to a certain count (for example left 2, right 5). Both lights will be on and then it will flash another set (for example left 6, right 4). (Unsure if these 2 combos have to be put into console in order but correct entry will give two different voicelines.) After entering one correctly you will be kicked out to hear voiceline and can re-enter console to input the 2nd shortly afterwards. 7. Now head to Core Foundry, and use a molotov to burn the ascender to access the consoles. 8. Ascend and interact with the consoles, The next part is timed and has a cooldown if you fail - you need to Calibrate the Amplitude and Frequency using the flashing light code. 9. Once this has been done head to the room Next to the Radio Tower and pick up The Wunderbarrage Controller Atomkraft Core 1. Find three uraniums: Uranium #1 Find the Fishing Rod (Olaf’s Personal Item) locations: - Dry Dock - Storm Bridge - Fishery Island - Beacon island Look for a Glowing Green Fish jumping around the water at each Fishing Location and use the Fishing Rod at that location once you see it Fishing Locations: Eidskallen Landing x2 Beacon Island x2 Eidskallen Square x2 Dry Dock (found one so far) Fishery Island x2 Tyr’s Foot (found one so far) Once the fish is caught it will spawn an Irradiated Ravager (HVT) that will disappear and respawn somewhere else, chase it down and kill it (check your map to see its location, it shows up as an HVT). It will drop a Uranium. Uranium #2 Next, Craft an ARC-XD (there is one for free in Eidskallen Square on top of a box near the flame trap, you can get it by fishing as well) and melee the vent at Core Foundry to the left of the zipline to open the Secret ARC-XD Course. Blow up the boat full of barrels. Once the course is completed the 935 Genetic Lab room will be open and another Uranium x2 will be inside a Prison Cell There are several Jars with Heads inside in this room, all labelled A,B,C,D,E Look down the Hallway inside the Lab and note which numbered rooms have Nuclear Symbols 1 = A, 2 = B, 3 = C, 4 = D and 5 = E Take one Jar at a time that corresponds with the Numbers next to Nuclear Symbols and place them on the machine to the right of the cell door, once the correct jars are placed the Jar on the left side of the machine will glow purple and you can pick up acid There is a Big Chunk of Meat on a desk next to multiple drawings in the same Room, interact with it, then Pick up The Necrospike Once you have The Necrospike, use it on the Prison Cell Door, this will trigger a lockpick mini game. Spin the lockpick until the lock turns white 3x to unlock the cell, then pick up the second Uranium. Uranium #3 Next you need to craft or obtain the Glocke Drop, once you have one call it in, then shoot 20 mid-air zombies it throws up. This will drop the third and final Uranium. 2. At the Dry Dock, you need to call a WunderBarrage (unlocked by completing Wundersignal steps) in on the “02 Building” at Dry Dock (where there’s debris on the stairs), this will open the stairs to the Machine Workshop. 3. Inside The Workshop there is a Claw Machine which you can place all of The Uranium inside of and play a mini-game. -Have a big group of 7 cores and a small group of 2 cores. 4. Once you complete the Mini-game you will be able to pick up The Atomkraft Core (Note: you drop if you zipline, and cant sprint with it) 5. Head to Quick Revive and place The Atomkraft Core on generator next to quick revive. Go into the shed behind quick revive and turn on the generator. You must now defend the The Atomkraft Core until it’s charged. In interrupted you must turn on the generator again to continue. 6. Take the The Atomkraft Core to the barrel on the Storm Bridge and a Mini-Cutscene will play between the Giant and The Robot. Vegvisir 1. After the cutscene finishes, The Dravakar Shard will spawn at Tyr’s Foot, pick it up 2. Pick it up and place the Shard inside the Bloodheim Hall on the bonfire 3. Use WW range attack to light the fire 4. Use Disciple Injection (there should be a free one around the map) and throw zombies into the bonfire (I only had to throw four) 5. A lockdown will start. Kill the boss zombie and pick up the Sunstone from the bonfire 6. Put the Sunstone in the church and do a range WW attack on it. 7. Around the map, there will now be floating rocks and runes. Above the church there will now be a compass with runes and arrows. -Shoot the floating rune rocks with the ranged WW in the order of the arrow lines. If an arrow has 1 line, then that's the first one. If an arrow has 2 lines, that's the second one, etc. 8. Go into Tyr's Head and interact with the console to start the boss fight. Credit to Callum and the ZoneX discordshow more

Aidan O'Connell gets sacked on his final play last... night and in my opinion the sack is on the #Raiders QB just as much as it is on LT Andrus Peat. AOC has a 3 step drop which means the play is designed for him to get the ball out quick. If you don't get the ball out then a QB is going to need to Create something. But what you don't want him to do is back pedal into a sack. Peat does lose the rep, but he does a good job recovering and pushing the DE up the field. I think AOC's ability to feel pressure, get away from it, and throw on the run were some things I saw from him last year where he struggled with. So I do hope next week he shows a little bit more in that. Overall the play didn't work because Luke Getsy designed a really poor play where the spacing is off, I will talk about this more on my Youtube channel later today but you can clearly see that Bowers was supposed to be a natural pick for Tre Tucker at the bottom of the screen. But the spacing didn't work and the WR and TE run into each other.show more

For the past three to four years now, I... usually go on holiday twice a year — one international solo trip and one local family vacation. I do go for my solo vacation in spring and our family holiday is during the summer when the kids are on school break. Schools have finally shutdown for summer break last week and the kids are already all pumped up for our family vacation which will be coming up in few weeks from now. We haven't yet gone for our family summer vacation for this year but babe has already started making plans for our 2027 summer holiday. Last weekend, she brought up the idea of just the two of us going on a boat cruise next summer. She wants it to be just me and her without the kids. She suggested that we bring in a family member on invitation from Naija, such that there will be a family at home with the kids while we both go on a lovey-dovey boat cruise to western Europe. She advised that we should start saving up for the adventure by September. This woman and long term planning are five and six, and that virtue has been very helpful in helping us avoid financial pressure. We do everything with ease, thanks to her wisdom. For instance, two weeks before the end of the session that ended last week, we have already bought the kids school uniforms for 2026/27 academic session that will be starting in September; thanks to my wife's wisdom. If she hasn't suggested it, it wouldn't have even crossed my mind at all. I am awake now, staring at this beautiful woman sleeping peacefully next to me and I feel nothing but joy in my heart and total love for her. I am really blessed to have someone like her as my better half. I am the often chaotic and the more expressive person while she is the calm, quiet and better organised one. We perfectly compliment each other. It'll be our 12th anniversary in exactly a month's time from now, and I really look forward to our anniversary getaway weekend. Cheers to forever, baby.show more

🚨 WARNING: MONDAY COULD BE THE WORST MOMENT OF... 2026!! Make sure to take a look at this before June 8, that’s tomorrow. The $SPCX IPO is coming on June 12. And markets open this Monday, June 8. This is the first real trading week before one of the biggest IPO events in market history. SpaceX is expected to go public at around $1.75 TRILLION to $2 TRILLION valuation. That one number explains everything. Because money does NOT appear from nowhere. If funds want to buy $SPCX, they need cash. And where does that cash come from? They sell what they already own. Stocks will dump. Crypto will dump. High beta tech will dump even harder. This is NOT just an IPO. This is a liquidity drain. Everyone sees the Elon hype. Almost nobody sees the forced selling. There are only a few ways this goes from here, and they are NOT equal. - LIGHT SHOCK: funds sell small positions, stocks get hit first, crypto follows, then markets try to stabilize. - HEAVIER SCENARIO: funds raise cash before June 12, high beta tech dumps, Bitcoin loses support, and retail gets trapped. - WORST CASE: everyone rushes into $SPCX at the same time, liquidity disappears from crowded trades, stocks dump HARD, crypto gets hit first, and people get liquidated. That last one is the REAL danger. Because none of this is happening in a vacuum. Stocks are already crowded. Crypto is already weak. Liquidity is already getting worse. And now one of the most hyped IPOs in history is about to absorb even more money. Now connect the dots. If everyone wants $SPCX, they need dollars. To get dollars, they sell assets. And when everyone sells at the same time, markets do NOT dip slowly. They dump. This is NOT a theory. The $SPCX IPO is June 12. Markets open Monday, June 8. And this is when positioning starts. Markets are NOT pricing the liquidity drain now. But they will. I usually do the opposite of what the masses are doing. Reminder: I’ve called all the market tops and bottoms for the last 15 years, including the Bitcoin bottom at $16,000 and the top at $126,000. The next call will be even more important. When I exit the markets completely, I’ll post it here publicly like I always do. Turn notifications on. If you’re not following yet, you’ll understand why that was a mistake later.show more

Pest Control “secret” for those small annoying flies that... bug you while watching tv (feel free to repost since we’re moving into bug season in many areas): As we move into late spring/early summer months in US, many people like to leave doors open. Sometimes you’ll get an influx of small flies. There are 3 main species of flies that buzz around your head while sitting on the couch. The fruit fly, the phorid fly and the fungus gnat. If you see a small fly just “sitting” on your wall or a few small flies hanging out on the wall near your garbage can, it could be the fruit fly. I won’t go into boring details of how to tell various species apart, but will share one trick that can help reduce their population. First, keep your doors shut as much as possible. They gain entry usually that way, then find a source to breed in. To help reduce the breeding adults, 1) Grab a clear bowl or glass and place some red wine (or a few pieces of banana) in the glass. 2) Put some clear Saran Wrap or cling wrap on top fairly tight. 3) Next grab a pencil or pen and poke 4-6 holes in the wrap. This will allow the aroma of the fruit or wine to be strong as it comes out of the glass and will attract the flies 4) The flies will be immediately attracted to the bowl/cup and make their way into the holes you poked. Once in, they’ll drink the wine, or feed on the bananas and can’t get out. I prefer wine since they get drunk and drown. Bananas won’t kill them. Wine will. 5) Discard every 7 days and repeat. The best approach is to find the source of their breeding. Garbage disposal? (Bleach doesn’t work by the way) Garbage can? Debris under refrigerator? Also, re the fungus gnat species. This will not work. They feed on fungus, generally from overwatered potted plants inside or doors left open near extremely damp exterior area. One other method that is highly effective are the small plug in light traps. A combination of the above along with a plug in light trap will keep most fly issues at bay.show more

I need to explain something to those followers that... don't get my recent X feed. No altcoin made me $2.5 million in 3 weeks. $RAT did. That's why I focus on it. Bitcoin remains important and I will cover it more in the future. However, right now, there is nothing interesting about BTC moving up and down around 100k. On the other hand, RAT will soon be listed on 8 centralized exchanges. Do you know what that means for a token with a $10 mil market cap? If you don't, that's fine. The TLDR is this. RAT will pump. Simple as that. 10x or maybe 100x. We will find out. This is more exciting than watching ETH crash 20% the other day. Or seeing Solana drop under $200 after I told everyone to sell it at $260. I lost all interest in altcoins. My only altcoin focus is MY OWN TOKEN. The one my community and I love. Because it is OURS! It's not owned by some VC. It's owned by OUR community. Do you understand what I am writing here? Believe in something! RAT Escape is that for us. If you can't see the alpha in this post. I can't help you.show more

⚠️ THIS IS THE LAST GENERATION OF HUMAN LINE... COOKS Optimus switched on chef mode in a real restaurant kitchen and did something no one wants to admit out loud: – ran a full wok station without a single mistake – plated faster than your best sous chef on a slammed Friday – never got tired, never called in sick, never asked for a raise That decade you spent learning knife skills, timing, plating under pressure? It just watched you do it once and copied it perfectly. While chefs keep telling themselves "AI will never understand flavor, passion, creativity"... the robot is already standing at the stove, running the line, and it doesn't need to sleep between shifts. This isn't years away. It's already in the kitchen. The only question left is whether it's in yours yet.show more