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Weather trading Clawdbots making thousands $ on Polymarket by... simple arbitrage. Scanning weather markets every 2 mins and comparing data to NOAA forecast for location/date If they see undervalued temperature bucket ( Run your clawdbot in 5 simple steps: • install clawdbot on mac/pc using oneliner code • connect clawdbot with ChatGPT 5.2 & TG bot • create Simmer SDK account & fund wallet • install simmer { weather trader } skills • send your clawdbot right { configuration } > Weather clawdbot configuration: • entry threshold: 0.45¢ • max position: $5.00 • locations: NYC, Chicago, Seattle, Atlanta, Dallas • max trades/run: 5 • safeguards: Enabled • trend detection: Enabled • scan run: every 2 minutes Start testing with small sum $2-5 to calibrate your Clawdbot and give it data for analysis. Scale it when you see $20-50 of consistent revenue for several days. Use my detailed article to run you first weather clawdbot.show more

Run Gemma 4 26B MoE on 8GB VRAM with... 250k context at 20+ tokens/sec If you own any 8GB VRAM graphics card, stop what you are doing. Local AI just had its absolute "Holy Shit" moment for budget hardware. Yesterday, I benchmarked Unsloth Gemma 4 12B Q4_K_XL on an 8GB card. The community went wild but immediately demanded more: "Can we run a 25B+ model on budget GPUs?" Today, I’m delivering exactly that. I am running a massive 26B parameter Mixture of Experts (MoE) model locally on a standard 8GB VRAM setup with 250k full native context!. If you own an RTX 3060, 3070, 4060, or any budget GPU with 8GB of VRAM, the local AI paradigm has completely changed. The performance metrics are astonishing: - 20 tokens/sec flat decode throughput. - Stable, flat decode speed even with massive prompts. - I threw a 60k token prompt at it, and it still clocked in at 20 TPS without dropping a single frame. # What about prefill? Yes, Time To First Token (TTFT) is slightly high when swallowing massive contexts. But with a solid 200 tokens/sec prefill speed, the wait is barely noticeable and highly usable. And this is running completely without Multi Token Prediction (MTP) active. How is this possible? It’s the magic of Google's new QAT (Quantization Aware Training) quants for Gemma 4. The model weight file (unsloth gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf) is only 13.2 GB, making it the ultimate local powerhouse. # The Test Setup: CPU: Intel Core i7 RAM: 16GB System RAM GPU: NVIDIA GeForce RTX 4060 Laptop GPU (8GB VRAM) # The Secret Sauce (The -cmoe Flag) To make this work properly on any 8GB card, you must use the -cmoe (CPU MoE) flag in llama.cpp. This flag isolates the heavy MoE expert weights directly to system memory (CPU/RAM) while letting your GPU focus strictly on the Attention layers and the KV Cache. It prevents VRAM spillage and holds the throughput rock solid. # The flags: -m "gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf" -cmoe -c 248000 -v Once running, just open the UI on localhost and toggle the new reasoning lightbulb icon in the text input box to watch the model perform multi step thinking. Are you still running smaller models, or are you ready to scale up your budget local setups? Let's discuss in the repliesshow more

Right now, you may not have access to models... like GPT‑5.6 Sol, GPT‑4.6 Terra, GPT‑5.6 Luna, Claude Mythos 5, or Claude Fable 5. But you can run something surprisingly powerful today, locally, and completely free. in the next 10 mins on your 8 GB VRAM gaming laptop. Gemma 4 26B A4B QAT (MoE) delivers strong performance on a standard 8 GB VRAM GPU using Ollama, with no API, no usage limits, and no external dependencies. Out of the box, it reaches around 20 tokens per second without any optimizations. Only one command in your terminal: Ollama run gemma4:26b This means: Full offline capability (privacy by default) Zero recurring cost Competitive performance for many real world tasks Fast enough for interactive use on cheap consumer hardware If you're waiting for cutting edge cloud models, you're missing what is already practical today: a capable, local LLM that runs entirely on your own machine.show more

Consent✅ - this is a beauty 🤓 Elite runner... Crampy, aching lateral knee pain - onset at around 20-30 mins Seen multiple clinicians - had numerous injections including ITB plus extensive rehabilitation - refractory Almost 'claudicant' in nature - settles quickly on cessation of exercise - spreads both proximal & distal to lateral joint line No spinal symptoms & LSp assessment clear No lateral compartment pathology eg meniscal tear Had popliteus tendinopathy on US, but minimal response to my initial diagnostic injection POCUS video - The inferolateral genicular neurovascular bundle ('pepper pot' structure) is seen compressed under the distal ITB on active knee flexion : terminal extension Patient localises pain in this area with probe pressure Injection - hydrodissection (CSI, LA) - fluid seen separating plane just superficial to NV bundle 100% pain relief on extended treadmill test beyond 45 mins 👍 I wonder how many recalcitrant 'ITB' cases are actually neurovascular in aetiology? 🧐 Plan - considering angiography, MR neurography & possible distal ITB release at Gerdy's tubercle if not responsive to injectionshow more

you're paying $20/mo for something your $500 GPU can... already do. Gemma 4 26B A4B QAT MoE + Hermes Agent running on a single RTX 4060 (8GB VRAM). Built a vision capable, 100% free, 100% local, private AI assistant that lives in my Chrome browser. No API keys. No cloud. No subscriptions. 100% vibe coded. 0% handholding. It has full context of whatever's on my screen can answer questions, summarize pages, extract data, and see images. Same local model handles everything, no external calls, ever. keep reading for the model and hermes agent tips i learnt while building this locally. Here's the exact setup for anyone running local LLMs on 6-8 GB VRAM: llama.cpp server flags (on my NVIDIA RTX 4060 8gb VRAM): -m gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf --cache-type-k q8_0 --cache-type-v q8_0 -c 150000 --port 8080 Throughput with quantization: Prefill: 200-250 tokens/sec Decode: 20-25 tokens/sec reduce context if oom on 6 gb vram card. Key learnings: - Quantize KV cache to q8 for faster prefill/decode. Prefill goes from 100-150 (unquantized) to 200-250 tok/s (q8). - But watch out, once actual context grows past ~50k tokens on high entropy workloads, q8 KV quantization can cause hallucinations. Low entropy workloads are mostly unaffected. If you see it happening, drop the quantization. This is common across all local models. - In Hermes Agent settings -> Memory & Context, bump compression threshold from default 0.5 to 0.7. Default triggers way too frequent context compression and eats time. Up next: add persistent memory, web search, tool calling, streaming output and whatever you suggest. Running a 26B MoE with vision + 150k context window on 8GB VRAM would've sounded impossible 6 months ago. Works the same on the NVIDIA RTX 3060 Ti, 3070, 4060 Ti, 5060, 2080, or any 8GB card. VRAM is the only requirement. Local AI agents are closer than people think. You just need to know where the knobs are. Model's Unsloth quant hugging face link in the comments. Have you tried Hermes agent by Nous Research yet? What are you building with local LLMs? Drop it below, let's see what this community is shipping.show more

Say hi to the tiny #GoProLitHERO 📸 An easygoing... point + shoot with a built-in light + 4K60 video—it's game for whatever, whenever. ✔️ Ultra-light + the size of an AirPods case ✔️ 4 simple capture modes—no fumbling with settings ✔️ Powerful LED light with 3 brightness settings + diffuser ✔️ 4K60 video for 2x slo-mo ✔️ 12MP photos + 11MP frame grabs ✔️ Rugged + waterproof to 16ft (5m) with a replaceable, water-repellant lens ✔️ Responsive touch screen for easy framing + playback ✔️ Integrated Enduro Battery for over 100 mins of continuous recording at 4K60 ✔️ Industry-leading #HyperSmooth video stabilization, auto-applied in the GoPro Quik mobile app or GoPro Player for desktop ✔️ Quickly get content to your phone + social media with the GoPro Quik app ✔️ 16:9 + 4:3 aspect ratios for both widescreen capture + social media sharing ✔️ Integrated Magnetic Latch Mount, 1/4-20 thread, + traditional mounting fingers ✔️ Compatible with more than 35 mounts + accessories 🇺🇸 Designed in the USA Enhanced by a GoPro Subscription: ✔️ AI-edited highlight videos automatically sent to your phone ✔️ Unlimited cloud storage at 100% quality ✔️ No-questions-asked camera replacement 📦 Pre-order today, with free shipping and a free 1-year GoPro Subscription at Orders will ship on or before October 21st.show more

KIMI K2.6 SERVERS BURN 30 MILLION LITERS OF WATER... A MONTH. INDIE DEVS USE THE SAME MODEL FOR $30 IN TOKENS TO LAUNCH $20,000/MONTH APPS IN A WEEKEND kimi k2.6 sits at number 1 on the openrouter leaderboard processing 1.58 trillion tokens a week. more than claude sonnet 4.6 and deepseek combined indie developers who launched in 2024-2025 are making $10,000-20,000 a month solo. no team, no office, $20 in starting costs. most aren't even senior devs the stack is next.js, supabase, stripe and kimi k2.6. you give the model 5 open source repos as reference and it assembles the product from the best parts of each 3,000 paying users at $9.99 a month is $29,970 in revenue. infrastructure costs $1,235. net profit lands at $28,735 with a 95% margin most people will bookmark this and forget. the ones who ship this weekend get a 6-12 month head start in app store rankings over everyone who starts later bookmark this and read the article belowshow more

🚨 Grass Season 2 Airdrop & Token Update 😱... $GRASS is currently trading around $0.4, and the market is slowly recovering. The price looks strong — and there’s a high chance it could go even higher before Season 2 👀 We’ve already seen a massive 100–200% pump recently 📈 Now the big question everyone is asking: 👉 When is the Season 2 airdrop distribution? There’s no official confirmation yet, BUT here’s what to expect ⬇️ 🔹 Native wallet + eligibility criteria announcement is likely within the next 2 months 🔹 Once announced, distribution could follow very quickly 💡 My take: If the announcement gets slightly delayed, it could mean we’re heading toward a full 20 Epoch cycle — possibly even with a bonus 👀 Based on current progress, 20 Epochs seems very likely. 🔥 Strategy: Increase your points as much as possible NOW Diamonds will matter A LOT — don’t ignore them 💎 👇 Drop your stats: How many points have you earned so far? And how many diamonds are you holding? Next tweet: I’ll explain whether distribution will be based on points or something else 👀 #GrassAirdrop #CryptoAirdrop #Web3 #CryptoNews #AirdropSeason #CryptoCommunity #grassseason2update #grassdistriubtionupdateshow more

🚀 Blum: Season 2 is Here! Thanks to you,... we’ve hit 90M Blum users — an incredible milestone that’s only possible because of your support 🎉 Backed by Binance Labs and TOP, Blum Labs has been on fire, accelerating over 20 projects like DOGS and Paws. The momentum is unreal, and we’re just getting started! But now it’s time to level up—Season 2 is here, and we’re introducing Meme Points to take your trading to the next level 💎 Your Blum Points from Season 1? They’re still here to stay, rewarding you as you go. But now, Meme Points are bringing you even bigger rewards with every trade! Here’s how to earn Meme Points: – Launch your token on Memepad: +500 Meme Points – Token hits a DEX: +10,000 Meme Points – Every $10 traded: +50 Meme Points – Every $10 with Trading Bot: +750 Meme Points Note: Meme Points are earned automatically and exclusively through Memepad or the Trading Bot—no external platforms. Season 2 is about maximizing your rewards, smarter trading, and leveling up faster. Plus, 2025 will bring even more ways to earn with Meme Points, multichain trading, AI agents, perpetual trading, and more 🔥 👉 For all the details, check out our full blog post here: Let’s gooooooo! How will you earn Meme Points? 💥show more

Are you an Insurance Advisor/Mutual Fund Distributor or advise... clients on financial products? To make life easier for financial advisors, we have now integrated the ProtectMeWell API into a Google Sheet This means that you can work on a Google Sheet and generate reports (👇) like these for your prospective customers in real-time. 🚀Would you want to be an early adopter of "ProtectMeWell on Google Sheets"? Here is the deal 1⃣ I am seeking the help of 20 passionate advisors for closed user group testing. On a first come, first serve basis. DM me, if you are interested 2⃣ I will extend access to the Google Sheets for two weeks for ₹999. 100% refundable when you provide me with at least 5 actionable areas of improvement from a usability perspective of Google Sheets. 3⃣ When it is launched for the wider audience (late August 2023) you get to use it for free until 31 March 2024 (subject to 10,000 API calls) PS: To clarify, it is not the testing exercise of API (or algorithm), which is robust and has been used by over 100K people. The focus is on the usability of Google Sheets so that a wider audience finds it easy to navigate Sounds interesting? DM me Please amplify for good karma 🙏show more

6 months ago we were dropping a new app... every week No one cared We’d randomly get 10k users on an app But they came for the app, not the person The thing is, I don’t care about making a retentive app for one audience I want to be a retentive person ~ for my audience What if I was the app? Not a single Paul Thomas Anderson movie is the same Different subject matter, different genres, so you’d assume different audiences However the same people that went to see his last film, came to see One Battle After Another So the demographic isn't dependent on the subject matter The demographic is just, Paul Thomas Anderson fans The software industry has long told that you need to work on one thing, for the rest of your life That’s not how art works tho, is it? Can you imagine telling Jay Z “Great job on the blueprint, now iterate on that same album for the next decade” The landscape of tech haas been stifling the growth of creators by not allowing them to explore other interests 6 months ago I said no to this "requirement", despite what everyone told me, and continued to drop what I liked every week The second a trend was happening on Tiktok, I had the app out that week Somehow 6 months later, the world is conforming to this ideology Instead of software creators limited to making apps for one audience and one niche, there’s a new world of ephemerality and expression What if instead of optimizing for users, we optimized for fans Making apps that are expressive of your life, your commentary, your heartbreak Garnering an audience that will follow you through each step of your story Each of those steps being its own app Why shoot for daily active users when you can get daily loving fans When fans use your app, it’s not just about resonating with the story, the app places them IN THEIR OWN story Here’s an example You’re a 20 year old girl who’s at UMiami You scroll through Tiktoks in your dorm room about “mogging”, a trend to outshine your friend in a photo You laugh and share videos seeing celebrities mog each other, but that’s the extent of it Then at Danger Testing we make an app called mog or not, where you and your friend can upload a photo and AI tells you who’s mogging Now you’re at the bar with your sorority sisters, playing all night, whether your winning or losing it’s the time of your life cause something is finally about YOU ENOUGH OF WATCHING MOVIES LET’S MAKE YOU THE MOVIE LET’S MAKE YOU THE STAR AN APPSTARshow more

This runner at first was caught in a pick... off move by the pitcher. Pitcher throws to first and the first baseman fires to second and the umpire calls him out. He looked safe on the play. However, the umpire admits he was safe but said he called him out because the other team was losing 10-0 in the first inning. He said “he was so safe but I just gave it to them.” Basically saying we gotta’ get the game moving right? Fellow umpires, some coaches and parents said they respect the call and why. But many people said you are cheating that one runner by calling him out. They said no matter the score you have to have integrity even if it is 20-0. They said this is why kids grow up disliking umpires and why parents act the way they do. Tough one- I actually understand where he is coming from but if that were your kid, would you want him called out? I say call the game the right way 100% and let it play out the way it is supposed to. How is the other team supposed to get better if you are giving them calls? Do you agree with the umpire and why he did it? Or, are you totally against that and that should never happen?show more

I've been using apps that I built myself with... Claude AI I recorded 10+ hours of video with a video editor I made. I'm turning all my designs to code with a Figma plugin I made. With Cursor, I don't think twice before starting to build for macOS, iOS, web apis, backend, video... These felt unreachable before. Not anymore. There's never been a better time to learn code. AI will fill the gap. If you ever feel the need to build your own apps or code your own designs, it's a good day to start. Many tools and courses are on discount today, include my courses on We have 20+ hours of video for SwiftUI apps, React apps and React Native using Cursor. Feel free to drop tools and resources that are on discount 👇 I'll start: (I use 2 of their apps for professional AI upscaling) has a 54% discount Windsurf (Cursor alternative) has a free trial until Dec 11 has a 40% discount! has a lot of great ui kits on sale Last but not least, has a ton of great discounts. The MacBook is the best investment for coding. 🖤show more

$25K+ profit daily from 1 wallet, with OpenClaw. I... have the exact step-by-step guide, giving it free for 24 hours. To get it: 1. Comment "OpenClaw" 2. Like and Retweet. 3. Follow me Himanshu Kumar ( So, i can send you DM) I ran a simple script last night with Claude Code. Pull on-chain data from Polymarket, sort by win rate on 15 minute BTC markets. 20 minutes later, 100s of wallets showed up. Most were losing money or barely breaking even. Then I spotted 1 address. 200+ trades daily, every single week profitable, timing so precise it looked robotic. Because it is. I fed the wallet address back into Claude Code. Asked it to reverse engineer the strategy. 20 mins later the full breakdown appeared on my screen. Here is how it works: Bot monitors Binance and Bybit every 100ms. Waiting for BTC volatility compression to drop below 0.08%. When it hits that level, it buys both Up and Down contracts at 25 to 35 cents each. Classic straddle play. 1 contract loses, the other rockets to a dollar. Entry at 30 cents means 3x to 4x return every time. Repeats dozens of times per day. Result: $13K to $25K profit daily from 1 wallet. No human intuition, no insider tips. Just an algorithm exploiting a gap in market mechanics. I searched to see if anyone else found this wallet. Turns out yes. There is a Telegram bot that auto-copies trades from wallets like this. I connected it to the same address. Every entry matched what my terminal showed. You can now copy-trade an algorithm in real time. That capability did not exist 12 months ago. Comment "OpenClaw" and I will send you everything. Must Follow me Himanshu Kumar to get the DM.show more

Andrej Karpathy, the CEO of Obsidian, and Claude Code... just built the smartest second brain on earth. It started with a 1-page gist that 21M people read. Karpathy frame flips everything you know about notes: Obsidian is the IDE, Claude Code is the programmer, and your notes are the codebase. You don’t ask AI questions it forgets by tomorrow you make it maintain a living wiki. 3 commands run the whole system. Ingest: drop an article, a podcast, a PDF, and Claude splits it into atomic pages linked to everything you already know. Query: ask anything and it answers from your own notes, in your own words, citing your own pages instead of guessing from training data. Lint: once a week Claude walks the entire vault, flags contradictions, kills stale claims, and wires orphan notes back in. Then Steph Ango made his move. The Obsidian CEO didn’t bolt an “Ask AI” button onto the app he shipped 5 skill files that teach Claude to write Obsidian’s native language: wikilinks, Canvas, Bases, the CLI. The repo crossed 13,900 stars in weeks and sits at 41,000 now. Karpathy runs it on his own reading: 100 articles and 400,000 words, cross-linked and maintained while he sleeps. No vector database, no embeddings, no $20 a month memory app just a folder of plain markdown and an agent that never gets tired of the boring part: the linking, the filing, the upkeep that killed every Zettelkasten since 1965. Your vault has 3,000 notes nobody will ever reopen. His read all of themselves by breakfast. Every app promised a second brain this is the first one that thinks.show more

Everyone is talking about @_kaitoai and its very rewarding... Yaps Over 70% of CT is onboard already even smaller accounts If you are unsure of what Kaito Yaps are, Here’s a thread to break it down for you in 3 mins👇🧵 __________________________________________________________________________ What is Kaito about? Kaito AI is Web3’s Crypto Oracle where you can sniff out web3 info, golden projects, attention and earn rewards. Kaito is basically the hottest research hub for founders and users alike. It doesn't just stop there, Kaito's mechanism also makes it possible to earn rewards for your social traction Let's take a deeper dive on how it works👇 - Kaito finds alpha projects - You yap about them: Share smart takes on Kaito-approved gems. - Earn yaps! Good yaps = more treasure. Guide to Quality yaps👇 - Yap ONLY on Kaito’s picks. - Quality content only! Quality beats noise. Good quality yaps, more reward How to Climb to Yap Royalty🪙 - Hunt the hot trends: Focus on “trending projects” Kaito spots ‘em first. Stick to the buzz! - Copy the big guys: Peek at “leaderboard apes.” Learn their yaps, steal their moves (politely! And give shout out). - Timing is Key: Yap when people are more active If you miss out on Kaito, here’s what you lose: - Daily yaps(free money) up to 24, 000 yaps up for grabs daily Each yap could be worth a $100 - Early access to Alpha Projects🚀 - Attention. Top yappers get noticed, building reputation and audience. Connecting with whales, influencers and OG crypto hunters Imagine missing all that! Don’t be slow Get in early👏 Ready to smash the leaderboards? Use this link → Start yapping!show more