NVIDIA just made Pandas 150x faster with zero code... changes. All you have to do is: %load_ext cudf.pandas import pandas as pd Their RAPIDS library will automatically know if you're running on GPU or CPU and speed up your processing. You can try it here: Repo:show more

Makes Pandas 20x Faster using FireDucks... ...by changing JUST... ONE LINE of code. Pandas has a few limitations: - a single-core computation. - creates bulky DataFrames. - always follows an eager execution mode (every op triggers immediate computation), which is why it cannot prepare a smart execution plan that optimizes the entire sequence of operations. FireDucks is a heavily optimized alternative with exactly the same API as Pandas’ that addresses these. There are three ways to use it: 1) Load the extension: %𝐥𝐨𝐚𝐝_𝐞𝐱𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬; 𝗶𝗺𝗽𝗼𝗿𝘁 𝗽𝗮𝗻𝗱𝗮𝘀 𝗮𝘀 𝗽𝗱 2) Import FireDucks instead of Pandas: 𝐢𝐦𝐩𝐨𝐫𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬 𝐚𝐬 𝐩𝐝 3) If you have a Python script, execute is as follows: 𝗽𝘆𝘁𝗵𝗼𝗻3 -𝗺 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝗽𝗮𝗻𝗱𝗮𝘀 𝗰𝗼𝗱𝗲.𝗽𝘆 Done! ✅ Check this out👇show more

If you're running into issues or have gotten stuck,... you can try using the Save History function! If that doesn't work, we'll help as best we can at our support account The Plucky Squire - Official Support and Help We are working on updates for all versions and will let you know when they can go out!show more

Can YOU guess whose signature is on these helmets?... 🤔🏈 Think you know? DM us your guess, and if you're right, we’ll hook you up with a special promo code!show more

We’ve made the decision to relaunch $Pandu Pandas on... Pump.fun 🚀 Ca: 2xm2WZ9krE2YAArRC6S6ZzJAYgN813K6hh2dawKjpump The main reason is simple: higher activity, more visibility, and stronger community momentum. We want to put Pandu Pandas in an environment where it can grow faster, reach more people, and thrive. This is a fresh start with bigger energy, better exposure, and a clear focus on building awareness. holders — you’re now able to migrate your tokens into the new $PANDU ecosystem 🐼🚀 You can do this through our official DApp or do manual sending. for manual sending you can find the instruction in: The migration supply snapshot will be taken at Solana block #411710061 Only supply recorded at that block will be eligible to claim.show more

Grokipedia just leveled up big time! You can now... listen to any article with built-in audio, even crank it to 2× speed. Read or listen, your call. Grokipedia is now your pocket audiobook library.show more

We’ve partnered with Family to make onboarding on SOCLLY... smoother than ever.⚡️ No extensions. No seed phrase stress. Just your email or phone number and boom you're in.💥 And yes, you can import your existing one too: Try it now: Connect with Family Wallet on 💜show more

Things you can do in your garage when you... have free will. Or is it boredom? I don’t know. Maybe I need a new project to work on.show more

“Peller you made a mistake by doing court wedding.... Do you know that if you break up with Peller 50% of all your hard earned money and properties will belong to Jarvis?” - Saloshow more

No one is going to wake up one day... and decide they're going to try their very best to make your dreams come true. They have their own problems, their own dreams. And if no one else will do it. You need to.show more

If you really have to have fireworks, and I... hope you don't - I hope you make your own new, kinder tradition for 5th November, like creating your own family home made Christmas cake together, or your own candles, or ornaments, or inviting all your friends over and telling them to bring their favourite takeaways so you can swap... But if you really have to have fireworks, please choose the low noise type, to limit the harm and suffering you will cause neighbour's pets and all the wildlife in your area.show more

I will always believe in the extraordinary power of... God to change all predicaments! Do you believe it? Just as God parted the Red Sea for the Israelites, He can also help us overcome all obstacles. For God’s power surpasses everything, and all things are in His hands. As long as we sincerely rely on God, we can receive His guidance and find the way out of our predicaments. God says: “The heavens and earth and all things are established and made complete by the words I utter, and with Me, anything can be accomplished.” “It is very simple now: Look upon Me with your heart, and your spirit will immediately grow strong. You will have a path to practice, and I will guide your every step. My word shall be revealed to you at all times and in all places. No matter where or when, or how adverse the environment is, I will make you see clearly, and My heart shall be revealed to you if you look to Me with yours; in this manner, you will run down the road ahead and never lose your way.” "show more

LayerAI AI2Earn is Live on Testnet 🧬 The full... functionalities of LayerAI AI2Earn have been deployed on LayerAI Testnet, accessible in our native app. Download our app on your preferred platform: Google Play, iOS App Store or Web App (if you have it, install the new update) 🌐 Enter the AI2Earn on Testnet Below are the steps to enter LayerAI Testnet with full functionalities. 1. Sign in with your LayerAI account or sign up in the app. If you are signing up, make sure to get an access code from your friend or try your luck here: 2. Add LayerAI Testnet Network to your wallet. - RPC: - Explorer: - Chain ID: 2828 - Currency Symbol: LAI 3. Connect your wallet (you will automatically see the NFTs in your wallet). You can also mint the NFTs if you don't have any. 4. Claim some Testnet $LAI from 5. Finally, take part in the Economy and open the NFTs to engage with AI2Earn functionalities: - Claim testnet $DATUM - Stake testnet $LAI to increase testnet $DATUM production - Recharge your capsule and continue to earn testnet assetsshow more

Do you know how terrifying it is to be... fucking running from these? Grabbing your dog and running downstairs, expecting death as you hear shahed after shahed hit just METERS from where you are?? How to ever forget or forgive fucking russia/russians. We won't. Fuck russia.show more

Introducing Frido formal shoes prototypes 👞. When you get... used to toes being free, one can never go back to pointy formals. They are zero drop too and very light weight, made from Italian leather and Frido memory foam insoles inside. Two styles in video and images below, let me know if you are interested to try out, we can do dark brown as well. This will cost in 5 digits but here is a catch, we can give 10 of you to try for free and get quality feedback, all you need to do is mention about your office use and existing formals issues, interesting ones will be selected. And RT please!🙏 Note that it can take a month+ for these to reach you once winners list is finalised in a couple of days!show more

Free NVIDIA GPU with 16 GB VRAM GPU for... Running Local LLMs! If you want to master local LLMs but you're waiting until you can afford a $1,500 GPU, you're honestly not going to make it. The open source AI ecosystem is moving way too fast for you to wait on your budget to catch up. Especially when you can build a bleeding edge inference engine from scratch right now, completely for free. You don't need a heavy local rig to start. Google is literally letting you use an enterprise grade NVIDIA Tesla T4 GPU for $0/hour. At standard cloud computing rates (~$0.20/hr), Google Colab’s 4 hour daily free tier hands you roughly $24 worth of data center tier GPU compute every single month. And most people just waste it. Let’s talk about the hardware you get access to for free. The NVIDIA Tesla T4 is an absolute workhorse: - Architecture: NVIDIA Turing (TU104) - VRAM: 16GB GDDR6 (320 GB/s bandwidth) - Compute: 320 Tensor Cores | 2560 CUDA Cores - Performance: 130 TOPS INT8 | 8.1 TFLOPS FP32 - Power: Sipping energy at a max 70W TDP This is the exact same hardware I used to run DeepMind's Gemma 4 26B A4B QAT MoE at a 250,000 context window without a single Out Of Memory (OOM) crash. If you have a web browser and 10 minutes, you have everything you need. I’ve put together a fully documented, cell by cell Google Colab notebook that teaches you exactly how to do this. Here is what the notebook actually teaches you: - How to provision an Ubuntu Linux environment with CUDA 13.0 and verify your driver stack. - How to pull the source code and compile the latest llama.cpp C++ binaries from scratch, specifically optimizing the build for your exact GPU using the -DCMAKE_CUDA_ARCHITECTURES=native flag. - How to directly download quantized local LLMs (GGUF format) straight from HuggingFace using the CLI. - How to manage 16GB VRAM limits, offload neural network layers to the GPU, and push massive context windows. Compile raw llama.cpp, ollama run a model, or spin up the LM Studio CLI. Pick whatever stack you are comfortable with. just start building. No hardware. No credit card. No excuses. Bookmark this post right now so you don't lose the tutorial. Even if you don't have time to run it today, you are going to want this workflow in your engineering toolkit. The link to the free Colab Notebook is in the comments below. Lemme know if you need more tutorials like this.show more