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My favorite use-case for AI is writing logs

July 17, 2025 My favorite use-case for AI is writing logs One of my favorite AI dev products today is Full Line Code Completion in PyCharm (bundled with the IDE since late 2023). It’s extremely well-thought out, unintrusive, and makes me a more effective developer. Most importantly, it still keeps me mostly in control of my code. I’ve now used it in GoLand as well. I’ve been a happy JetBrains customer for a long time now, and it’s because they ship features like this. I frequently work with c

Trump’s Meme Coin Empire Is About to Explode With Millions of New Tokens

Millions of Trump meme coins could flood the crypto market starting this week, potentially reshaping the future of one of the most controversial cryptocurrencies in circulation. Entities affiliated with President Donald Trump now have the right to sell a large portion of the meme coin named after him, $TRUMP, starting Wednesday July 17. The move could unlock hundreds of millions of dollars in digital tokens, intensifying scrutiny over Trump’s growing involvement in crypto and raising fresh ques

Grok 4

Grok 4. Released last night, Grok 4 is now available via both API and a paid subscription for end-users. Key characteristics: image and text input, text output. 256,000 context length (twice that of Grok 3). It's a reasoning model where you can't see the reasoning tokens or turn off reasoning mode. xAI released results showing Grok 4 beating other models on most of the significant benchmarks. I haven't been able to find their own written version of these (the launch was a livestream video) but

Optimizing a Math Expression Parser in Rust

Optimizing a Math Expression Parser in Rust Optimizing a Math Expression Parser in Rust Table of contents In a previous post I explored how to optimize file parsing for max speed. This time, we’ll look at a different, self-contained problem: writing a math expression parser in Rust, and making it as fast and memory-efficient as possible. Let’s say we want to parse simple math expressions with addition, subtraction, and parentheses. For example: 4 + 5 + 2 - 1 => 10 (4 + 5) - (2 + 1) => 6 (1

OpenAI Warns You Not to Buy Its Fake Stock

OpenAI has a message for anyone who thinks they’re about to cash in on the AI boom by buying a new “OpenAI token” on Robinhood: Don’t. But in a chaotic turn, Elon Musk just suggested that even the company’s real equity might be an illusion. The maker of ChatGPT, in a rare public warning posted on X (formerly Twitter), disavowed any involvement with crypto-like financial products claiming to offer a piece of its business. “These ‘OpenAI tokens’ are not OpenAI equity,” the company wrote. “We did

Owning a Piece of ChatGPT Was Already Messy. Then Elon Musk Made It Weirder

OpenAI has a message for anyone who thinks they’re about to cash in on the AI boom by buying a new “OpenAI token” on Robinhood: Don’t. But in a chaotic turn, Elon Musk just suggested that even the company’s real equity might be an illusion. The maker of ChatGPT, in a rare public warning posted on X (formerly Twitter), disavowed any involvement with crypto-like financial products claiming to offer a piece of its business. “These ‘OpenAI tokens’ are not OpenAI equity,” the company wrote. “We did

OpenAI disavows online broker Robinhood's sale of 'OpenAI tokens'

'We did not partner with Robinhood, were not involved in this and do not endorse it.' OpenAI has condemned online brokerage firm Robinhood's sale of "OpenAI tokens," saying they will not give consumers stock in the company. "We did not partner with Robinhood, were not involved in this, and do not endorse it," the company said in a post on X, adding that the tokens are not equity and that it did not give approval for any transfer. The statement addresses a recent move by Robinhood to provide Eu

Life of an inference request (vLLM V1): How LLMs are served efficiently at scale

Life of an inference request (vLLM V1): How LLMs are served efficiently at scale Junhao Li Senior Software Engineer Ubicloud is an open source alternative to AWS. We offer managed cloud services that build on top of PostgreSQL, Kubernetes, vLLM, and others.‍ ‍vLLM is an open-source inference engine that serves large language models. We deploy multiple vLLM instances across GPUs and load open weight models like Llama 4 into them. We then load balance traffic across vLLM instances, run health

OpenAI charges by the minute, so speed up your audio

Want to make OpenAI transcriptions faster and cheaper? Just speed up your audio. I mean that very literally. Run your audio through ffmpeg at 2x or 3x before transcribing it. You’ll spend fewer tokens and less time waiting with almost no drop in transcription quality. That’s it! Here’s a script combining of all my favorite little toys and tricks to get the job. You’ll need yt-dlp, ffmpeg and llm installed. # Extract the audio from the video yt-dlp -f 'bestaudio[ext=m4a]' --extract-audio --au

OpenAI Charges by the Minute, So Make the Minutes Shorter

Want to make OpenAI transcriptions faster and cheaper? Just speed up your audio. I mean that very literally. Run your audio through ffmpeg at 2x or 3x before transcribing it. You’ll spend fewer tokens and less time waiting with almost no drop in transcription quality. That’s it! Here’s a script combining of all my favorite little toys and tricks to get the job. You’ll need yt-dlp, ffmpeg and llm installed. # Extract the audio from the video yt-dlp -f 'bestaudio[ext=m4a]' --extract-audio --au

MiniMax-M1 is a new open source model with 1 MILLION TOKEN context and new, hyper efficient reinforcement learning

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Chinese AI startup MiniMax, perhaps best known in the West for its hit realistic AI video model Hailuo, has released its latest large language model, MiniMax-M1 — and in great news for enterprises and developers, it’s completely open source under an Apache 2.0 license, meaning businesses can take it and use it for commercial applications a

Beyond GPT architecture: Why Google’s Diffusion approach could reshape LLM deployment

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Last month, along with a comprehensive suite of new AI tools and innovations, Google DeepMind unveiled Gemini Diffusion. This experimental research model uses a diffusion-based approach to generate text. Traditionally, large language models (LLMs) like GPT and Gemini itself have relied on autoregression, a step-by-step approach where each

With the launch of o3-pro, let’s talk about what AI “reasoning” actually does

On Tuesday, OpenAI announced that o3-pro, a new version of its most capable simulated reasoning model, is now available to ChatGPT Pro and Team users, replacing o1-pro in the model picker. The company also reduced API pricing for o3-pro by 87 percent compared to o1-pro while cutting o3 prices by 80 percent. While "reasoning" is useful for some analytical tasks, new studies have posed fundamental questions about what the word actually means when applied to these AI systems. We'll take a deeper l

DeepDive in everything of Llama3: revealing detailed insights and implementation

[ View in English | 中文版文档点这里 ] This project is an enhanced version based on naklecha/llama3-from-scratch. It has been comprehensively improved and optimized on the basis of the original project, aiming to help everyone more easily understand and master the implementation principle and the detailed reasoning process of the Llama3 model. Thanks to the contributions of the original author :) The following are the core improvements of this project: Structural Optimization The presentation se