Skrilla (💙,🧡)

@DivyanshT91162 did elon show me this b.c ive been saying my gpu is stinky dudu?

🚨 This shouldn’t be possible… but Microsoft just did it. They made a 100B parameter model run on a single CPU. No GPU. No insane setup. Just math rewritten from scratch. Here’s the part most people are missing 👇 Traditional LLMs = 16-bit floats Every weight = messy decimal (0.0023, -1.47…) Inference = billions of float multiplications → That’s why GPUs exist BitNet flips the entire game. Instead of floats, it uses ternary weights: {-1, 0, 1} Not compression. Not optimization. A completely different computing primitive. Now look what happens: → ×1 = keep value → ×(-1) = flip sign → ×0 = ignore That’s it. No multiplications. Just add, subtract, skip. Matrix multiplication (the core of AI) becomes: cheap integer ops on a CPU And the results? → 2x–6x faster on CPUs → Up to 82% less energy usage → Scales BETTER with bigger models Let that sink in: A 100B model running at 5–7 tokens/sec on a single CPU This is not “optimization” This is a paradigm shift And the craziest part? These models are NOT quantized later They are trained like this from day one. No precision loss No quality drop The model literally learns inside the constraint Why 1.58 bits? Because: log₂(3) ≈ 1.58 3 possible values → max efficiency per weight We’re watching the hardware bottleneck disappear in real time. AI is not getting smaller. The math is getting smarter. Bookmark this. In a year, running LLMs locally won’t be impressive. Not running them locally will be.

If this breaks above $86,000, it'll be the first time in a bear market that the market has flipped this quickly at roughly 200 days instead of 365 days. Until then, I remain bearish.

@eng_khairallah1 are there any vids out there for what to do if you have a shitty GPU?

🚨 INSTEAD OF WATCHING NETFLIX TONIGHT. Spend 1 hour with this. Obsidian + Claude Code = 24/7 personal operating system. Works while you sleep. The people who build this tonight will never work the same way again. Watch it and Bookmark it now.

Andrej Karpathy could have charged $10,000 for this course. He put it on YouTube. The man who built Tesla Autopilot from scratch. Co-founded OpenAI. Understands AI at a level most engineers at Google and Meta never reach. Sat down. Recorded 2 hours. No frameworks. No libraries. No shortcuts. Then dropped it for free. The gap between people who watch it this week and those who save it for later is not 2 hours. It is everything those 2 hours quietly unlock for the rest of your career.

@RealistSec @KSimback @jandotai thank you very much! i tried ollama phi3 mini but the results of a simple search were just wrong.

UHD won't be used, but if your CPU is newer than 2013, there is loads of small models that will happily run on your PC. The more Ram you have and the better your CPU the faster and better models you can run. Try @jandotai which has a cool model hub where it automatically tests your hardware and tells you the best models your machine is capable of running:) Windows jan.ai/docs/desktop/i…

🚀 Want FREE models you can plug into OpenClaw or Hermes? Here are 9 resources you can use for free access to model APIs No local setup, no credit card, just pure cloud APIs with OpenAI-compatible endpoints You can’t get free Opus quality (yet) but all of these have genuine free tiers right now (rate limits may apply) and are good enough to get started if you don’t want to spend $ to get started with agents 1️⃣ OpenRouter Free Models (Gemma 4 31B/26B, NVIDIA Nemotron 3 Super 120B MoE, MiniMax M2.5, Qwen3 variants, Llama 4/3.3, gpt-oss-120B, Arcee Trinity, etc.)
• ~29 completely free $0/M token models
• Insane variety + top-tier open model evals (especially coding & agents)
• Best for rotating models automatically 👉 Sign up: openrouter.ai/keys 2️⃣ Google Gemini API (Gemini 2.5 Pro / Flash series)
• Strongest overall free frontier model
• Excellent multimodal, 1M+ context, native tool calling & agentic performance
• Very generous free limits (often 5–15 RPM)
👉 Sign up: aistudio.google.com/app/apikey 3️⃣ NVIDIA (Nemotron variants, Llama 3.3 70B, Qwen3 235B, Mistral Large, etc.)
• Optimized high-performance open models
• Free prototyping tier (~40 RPM)
👉 Sign up: build.nvidia.com/explore/discov… 4️⃣ Grok Cloud (Llama 4 Scout, Llama 3.3 70B, Qwen3 32B, gpt-oss models, etc.)
• Blazing-fast inference (hundreds of tokens/sec)
• Perfect for real-time agents
• Strong open-model performance with solid free tier
👉 Sign up: console.groq.com/keys 5️⃣ Cerebras Cloud (Qwen3 235B, Llama 3.3 70B, DeepSeek variants, etc.)
• Massive models with excellent reasoning/coding evals
• Very generous daily free limits (~30 RPM, up to 1M+ tokens/day on some)
👉 Sign up: cloud.cerebras.ai 6️⃣ Mistral La Plateforme (Mistral Large 3, Small 3.1, Ministral 8B, etc.)
• Strong in coding, multilingual & agentic tasks
• Solid free tier (~1 req/s, ~1B tokens/month)
👉 Sign up: console.mistral.ai/api-keys 7️⃣ Cohere (Command A, Command R+, Aya Expanse 32B, etc.)
• Free tier: 20 RPM, 1K requests/month
👉 Sign up: dashboard.cohere.com/api-keys 8️⃣ GitHub Models (Llama 3.3 70B, DeepSeek R1, some GPT-4o previews, etc.)
• Decent mid-tier evals with easy GitHub integration
• Free tier limits (10–15 RPM)
👉 Sign up: github.com/marketplace/mo… 9️⃣ Cloudflare Workers AI (Llama 3.3 70B, Qwen QwQ 32B, etc.)
• Lightweight but solid for simple agents
• Free tier: 10K neurons/day
👉 Sign up: dash.cloudflare.com/profile/api-to… Pro tips for agent builders: • Most work instantly with OpenAI SDK (just change base URL + your key) • Start with OpenRouter for quality/variety (they often feature new free models) • Add Groq as speed fallback • Rotate providers when you hit caps Free intelligence for your agent is just a signup away!

@DrunkeesonApe @Appreciators_IO @ApeChainHUB how can i get in the discord forever ? i need a good squad again. and hopefully some decent learning to bring me back up to speed with things. possible?

We have partnered with @Appreciators_IO All holders will get a GTD, snapshot would be taken soon They are building the first onchain collection on @ApeChainHUB Giving away 10gtd Follow @Appreciators_IO @drunkeesonape Like and retweet Tag a friend Drop address

@leftcurvedev_ @huggingface @UnslothAI how can i get a better than UHD graphics card? you have any laying around or advice on one?

So right now basically anyone with a 16GB VRAM card can go on @huggingface and download a model which BEATS Claude Sonnet 4.5, all running locally 🤯 LOOK AT THE WATER PARTICLES?? What are they doing in these labs man What is this @UnslothAI UD quantization magic?? I'm running the lowest Q3 here, it oneshots everything 😭 Bros what is happening?

Under the directives of the President of the UAE, we launch a new government model. Within two years, 50% of government sectors, services, and operations will run on Agentic AI, making the UAE the first government globally to operate at this scale through autonomous systems. AI is no longer a tool. It analyses, decides, executes, and improves in real time. It will become our executive partner to enhance services, accelerate decisions, and raise efficiency. This transformation has a clear timeline. Two years. Performance across government will be measured by speed of adoption, quality of implementation, and mastery of AI in redesigning government work. We are investing in our people. Every federal employee will be trained to master AI, building one of the world’s strongest capabilities in AI-driven government. Implementation will be overseen by Sheikh Mansour bin Zayed, with a dedicated taskforce chaired by Mohammad Al Gergawi driving execution. The world is changing. Technology is accelerating. Our principle remains constant. People come first. Our goal is a government that is faster, more responsive, and more impactful.

@CryptoNewton why are the txns on prom so small? building hype type of thing?

$PROM pump loading ⌛️

Quick market update. Bitcoin trends exactly as predicted above the weekly kernel and below the super trend. Get ready for a huge bull trap before continuing down.

JUST IN: 🇺🇸 Tether freezes $344 million in $USDT following requests by US law enforcement.

@gusik4ever @miftaikyy chat gpt sent me down a rabbit hole of errors that i cant get back from. thank you tho.

@RansomBaby @miftaikyy if ur a beginner, start asking chat gpt or Claude

the fastest growing GitHub repos in finance this week: 1. shiyu-coder/Kronos (+6.5K ★) first open-source foundation model for financial candlesticks. trained on 45+ global exchanges. predicts OHLCV candles as tokens — literally GPT for price charts. accepted at AAAI 2026. 2. virattt/ai-hedge-fund (+4.9K ★) a team of AI agents simulating Buffett, Munger, Ackman, Cathie Wood and others. each agent runs its own strategy, a Portfolio Manager makes the final call. one of the most viral finance repos right now. 3. TauricResearch/TradingAgents (+~3K ★) multi-agent LLM trading framework. fundamental analyst, sentiment analyst, technicals, risk manager — all working together. supports GPT-5.x, Gemini 3.x, Claude 4.x, Grok. built by UCLA/MIT researchers. 4. ZhuLinsen/daily_stock_analysis (+~2K ★) LLM stock analyzer for US, A-share and H-share markets. auto-builds a daily decision dashboard with exact entry/exit levels. pushes to WeChat/Telegram/Discord/Email via GitHub Actions. zero cost, zero server. 5. hsliuping/TradingAgents-CN (+~1.5K ★) Chinese fork of TradingAgents. fully localized for A-share markets (Shanghai/Shenzhen), Chinese data sources, and domestic LLMs. 5.1K forks — very active community. 6. OpenBB-finance/OpenBB (+~1K ★) open-source Bloomberg alternative. stocks, crypto, options, derivatives, fixed income — one platform. integrates with AI agents via MCP. 66K total stars and still climbing. 7. freqtrade/freqtrade (+~700 ★) free, open-source crypto trading bot in Python. supports all major exchanges, full backtesting, strategy optimization, Telegram control. release 2026.3 just dropped. 8. AI4Finance-Foundation/FinGPT (+~500 ★) open-source financial LLMs trained on real market data — news, filings, earnings. built for sentiment analysis and robo-advisors. models on HuggingFace, ready to deploy. 9. juspay/hyperswitch (+~400 ★) open-source payments router in Rust. one API to connect Stripe, Adyen, PayPal and 50+ providers. smart routing, high performance, built for fintech scale. 10. microsoft/qlib (+~350 ★) Microsoft's AI quant investment platform. covers the full pipeline: alpha seeking, backtesting, model training, live trading. supports ML/DL, RL, and auto-quant. bookmark this and start today.

@le699a @hollows_nft @irigenerative @Octo0x @l0f0_00 @GoblynzNFT @GreenAcresNFT @abnormalmfers @penni_crypto @ordinalgenesis @PacificPodNFT @no_hoshii @LittleGuysWorld @camel_cabal @just_t00ns @nofcksotter @megatioeth paid message or no?

NFTs are back Here’s a list of 20 NFT mints I’m watching: @hollows_nft @irigenerative @Octo0x @l0f0_00 @GoblynzNFT @GreenAcresNFT @abnormalmfers @penni_crypto @ordinalgenesis @PacificPodNFT @no_hoshii @LittleGuysWorld @camel_cabal @just_t00ns @nofcksotter @megatioeth @dreamsandcloud @yr365art @heyshellmates @mustachios0

@gusik4ever @miftaikyy how to learn how to use? or too far out of reach for beginners?

@miftaikyy if u know how to use it, ur in 1% club

@BR4ted @yr365art followed

Early Alpha: @yr365art Followers Count: 119 Probably 365 NFTs capturing the passage of time on-chain. LMK once you’ve followed them♾️

@WizardX_0x do we lose the cards if we lose to A.i.? is that how it works? and also, is it true that im stacking some points while playing a.i. for free?

Deadwave packs are available to mint for another 24 hours. Then they get capped. Right now 128 un-opened packs exist. Pro-tip: a few got listed below mint price by STATIC farmers. Grab those first. play.latestage.app/play , opensea.io/item/ethereum/…

@Teknium @MiniMax_AI so i need a real good gpu to run this? i only have uhd. so im jus gonna use baby ollama i guess?

Happy to partner with @MiniMax_AI to improve everyone's Hermes Agent experience!

Signal Rating 137 in Signal Grid ⚡ 3 style bonuses +205 STATIC earned @WizardX_0x play.latestage.app