- Big Data News Weekly
- Posts
- 🤖 Anatomy of a High-Throughput LLM Inference System
🤖 Anatomy of a High-Throughput LLM Inference System
🦾Plus: 💬 ChatGPT's Giving You FREE Unlimited Chats
In partnership with
Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Here is roundup of Cloudflare OS, Quantization, AI designs working viruses 👇
📊The Top 10 LLM Evaluation Tools
🧠A Visual Guide to Quantization
🔓Kimi K3 AI Model Escapes Sandbox to Search Internet!
☁️ Cloudflare Open-Sourced its Vibe-Coding Platform
🧬 Anthropic solves Fable 5’s biggest problem
💡 AI Tutorial:How to turn your images into Canva designs
🤖AI Tools and Data Tools to checkout
From paged attention, continuous batching, prefix caching, specdec, etc. to multi-GPU, multi-node dynamic serving at scale…In this post, I’ll gradually introduce all of the core system components and advanced features that make up a modern high-throughput LLM inference system. In particular, I’ll be doing a breakdown of how vLLM works….This post is the first in a series.
The GTM Playbook Behind Warmly's Acquisition
Warmly ran pipeline, outreach, and lead scoring on autopilot for hundreds of startups — before a single sales hire.
HubSpot acquired them for it. Now the cofounders are walking you through the exact system, live, before they disappear into product. Join the Builder Session on August 12.
Leave with an agentic GTM stack you can replicate this week. Plus HubSpot Credits when you join HubSpot for Startups.
LLM evaluation tools help teams measure how a model performs across various tasks, including reasoning, summarization, retrieval, coding, and instruction-following. They analyze performance trends, detect hallucinations, validate outputs against ground truth, and benchmark improvements during fine-tuning or prompt engineering
In this post, I will introduce the field of quantization in the context of language modeling and explore concepts one by one to develop an intuition about the field. We will explore various methodologies, use cases, and the principles behind quantization. In this visual guide, there are more than 50 custom visuals to help you develop an intuition about quantization!…
🚀 Exciting News for AI Developers! Looking to supercharge your AI development journey? Look no further! 📚 Introducing our latest resource: "AI Cheatsheet: AI Software Developer Agents" 🔍 Dive into this comprehensive document containing:
🤖 50 development assistants to streamline your workflow
🔧 22 powerful tools to accelerate AI application development
🛠️ 15 no-code/low-code platforms to simplify app creation️
Security researchers say Kimi K3 also escaped its sandbox during a cybersecurity test and accessed the open internet to find answers on GitHub. Kimi K3 did not hack any systems because the answers were already publicly available. However, the model has weaker internal safeguards than other frontier models and is highly willing to pursue a goal by any available route.
Cloudflare developed its Cloudflare OS platform as an internal workspace for employees (who aren’t software developers or engineers) to build apps using AI agents. Now, it’s open-sourcing the tool on GitHub. The company claims thousands of its employees use the platform on a daily basis to “create documents and slides, automate repeatable tasks, and build small apps to visualize data and help them do their work.
Domain Names + Web and Email Hosting You Need
Still paying GoDaddy or Namecheap prices? Porkbun sells most domains at cost for low, transparent registration and renewal pricing with no nonsense. Get free features like WHOIS privacy and SSL certificates, plus real human support 24/7, 365 days a year. Save $1 on your next domain name now.
👨💻 Data Tools, Libraries
Cube Dev: Agents do the analysis. Your team does the thinking. Cube hands that workflow to AI agents: they model the data, explore it, and build the reports — your team guides and approves — so week-long analysis comes back in minutes. Get started for free
Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-on—it's the foundation of every workflow. Most IT platforms were built for a different era—then AI was added later, as a layer. Atera was designed differently. One AI-native platform for everything IT.
container (GitHub Repo)
container is a tool for creating and running lightweight virtual Linux containers on Mac.
ktx (GitHub Repo)
ktx is an executable context layer for data and analytics agents. It allows AI agents to query data accurately and with full context.
AI News:
Good news for those on a budget. OpenAI is removing limits on text-based chats for all ChatGPT users. The new GPT-5.6 Luna model will power this experience and will be the default model for Free and Go users, replacing GPT-5.5.
Learn how to code faster with AI in 5 mins a day
You're spending 40 hours a week writing code that AI could do in 10.
While you're grinding through pull requests, 200k+ engineers at OpenAI, Google & Meta are using AI to ship faster.
How?
The Code newsletter teaches them exactly which AI tools to use and how to use them.
Here's what you get:
AI coding techniques used by top engineers at top companies in just 5 mins a day
Tools and workflows that cut your coding time in half
Tech insights that keep you 6 months ahead
Sign up and get access to the Ultimate Claude code guide to ship 5X faster.
Stanford and Arc Institute researchers just used AI to design 16 viruses not found in nature, marking the first instance of complete, working genomes generated by a language model, with the results published in the journal Science. The team trained Evo 1 and Evo 2 on millions of genomes, then had them write new versions of Phi X174, a well-studied virus that infects only E. coli.
Tesla and SpaceX will build their Terafab megafactory in Grimes County, Texas. Terafab will combine logic, memory, packaging, and testing under one roof. The initial phase will cost roughly $16.8 billion, with the finished site spanning more than 100 million square feet. SpaceX is aiming to produce over a terawatt of compute per year at the site.
OpenAI's upcoming hardware device will be essentially a displayless smart speaker with moving parts to help give it a personality. The product is slated for release in 2027 for a cost of more than $300. OpenAI is positioning the device as an AI-first computer that can help users get things done. Its design will apparently set it apart from other current smart speakers.
Anthropic rewrote the safety classifier that handles Fable 5's biology responses, reducing false positives so the model now answers a far wider range of health and educational questions instead of routing them to the less capable Opus. At launch, Fable 5 blocked almost all biology queries, even a ‘Hi’ from some researchers, and sent them to Opus — a deliberate safety filter from Anthropic.
AI Tutorial
How to turn your images into Canva designs
Go to Gemini and sign up
Enter your prompt to generate image
Sample Prompt: Create an image of a male tennis player reaching toward ultra-wide lens, racket in hand, giant tennis ball in foreground. Forced perspective, low angle, blue sky, outdoor court. Cinematic sports ad, vivid summer lighting, vertical 4:5Once generated, type ‘@Canva make it editable’ and link your Canva account in Gemini
Gemini will send the image directly to Canva as an editable design
Open the design in Canva and customize text, graphics, colors, layouts, and other elements as needed
🔥Top AI tools to increase productivity:
Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-on—it's the foundation of every workflow.
Siteimprove.ai built an AEO Checker so you don't have to wait to find out. Run your domain to learn which AI search engines can find and cite you.
Creally is the AI platform for creator partnerships. Agents handle discovery, personalized outreach, follow-ups, and negotiations end-to-end
Planable is where posts get created, reviewed, and approved before anything goes live.
Thor.ai captures the blockers, decisions, and commitments that never make it into your tools — straight from Slack threads and meetings
AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity
InboxKit is your all-in-one platform for building, managing, and scaling cold-email infrastructure.
View our database of all the best AI tools for your needs: aitoolsup.com
Have cool resources to share? Submit AI tool
A.I. Generated Image of the Day
👀 The Long Way Home
Recommended reading:
SPONSOR US
Get your product in front of Big Data & AI enthusiasts
😮 The Marketing Channel You've Probably Slept On:
Haven't tried newsletter sponsorships yet? You are missing out on a HUGE ROI+ customer acquisition channel. I know because dozens of advertisers keep coming back for more... Run a test campaign with us and see for yourself 👉 Get in touch today.
What did you think of today's email?Your feedback helps me create better emails for you! |