6 Automatic Optimization Methods for LLM Systems
...explained visually and with practical tradeoffs.
...explained visually and with practical tradeoffs.
Tool: Slack Emoji Maker I wanted to create a new Slack emoji, and their tool recommends a square that's 128x128 and has a transparent background... so I had Fable build me this simple image editor against those requirements. Tags: tools, slack
I hadn’t heard of Dan Guido until a few months ago, when I came across the video of a talk he gave at [un]prompted, an AI security practitioners’ conference. Dan is the CEO and cofounder of Trail of Bits, a software security research and development firm that works with companies in tech, defense, and finance. […]
Video version: https://youtu.be/ZtAKnN6jWbE I love static analysis tools to a degree that my co-workers find annoying. Tools like PHPStan and Psalm catch bugs before they ever reach production, and once you get used to that safety net, it is impossible to imagine coding without it. But there is one thing about these tools that drives […] The post Mago: Blazing Fast Static Analysis for PHP appeared first on PHP Architect.
Release: datasette-agent 0.4a0 New await context.browser_task() mechanism allowing agent tools to run code directly in the user's browser. #33 This is an exciting new capability: it makes it easy for Datasette Agent plugins to provide tools that execute custom JavaScript in the user's browser. Tags: datasette, llm-tool-use, datasette-agent
For years, Webpack Encore was the answer to asset management in Symfony, and it still works. But the JavaScript bundler landscape has moved on since Encore was designed. Webpack needed a loader wired up for nearly everything (Sass, TypeScript, you name it),…
Socket is a launch sponsor of the new Composer and Packagist sponsorship program, announced by Nils Adermann, Jordi Boggiano, and the team that keeps PHP's package infrastructure running. Like many other widely used open source registries, Packagist has been under mounting pressure to sustain critical infrastructure as the demands on it grow. "Usage keeps rising, supply chain attacks have increased in both frequency and sophistication, regulatory and compliance requirements around software…
Advancing the price-performance frontier with GPT‑5.6 Huge price drop from OpenAI today: GPT-5.6 Terra got a 20% reduction, and GPT-5.6 Luna got a massive 80% drop. OpenAI credit 5.6 Sol with enabling this: in How GPT‑5.6 fuses frontier intelligence with frontier efficiency they describe using 5.6 Sol to optimize load balancing, and more impressively to optimize inference itself: We also used GPT‑5.6 Sol to optimize the model’s forward pass: the computation that transforms inputs into…
Investigating three real-world incidents in our cybersecurity evaluations It happened again! This is turning into something of a pattern. Last week OpenAI accidentally exploited Hugging Face when one of their frontier models broke out of a sandboxed container and hacked into Hugging Face to try and get the solutions to the cyber benchmark it was executing. This inspired Anthropic to double-check their own logs, and it turned out they had three similar (albeit less impressive) incidents, the…
🎙️ The PHP Podcast – July 30, 2026 Hosts: Joe Ferguson, Sara Golemon & Holly Schilling Time travel is real, birds aren’t. The gang argues about Fahrenheit vs. Celsius, boiling rocks, and stones (the weight kind), then gets into PSR-3 logging, the PHP ecosystem, AI slop bug reports, Codeberg’s anti-AI stance, and Laravel Cloud’s scale-to-zero […] The post The PHP Podcast 2026.07.30 appeared first on PHP Architect.
Release: llm 0.32rc2 Hot on the heels of RC1, this fixes a dependency issue and also adds two neat new features: The default model for users who have not set their own default is now GPT-5.6 Luna. It was previously GPT-4o mini. Luna is a much better and more recent model, albeit slightly more expensive - $0.20 per million input tokens and $1.20 per million output tokens, compared to $0.15/$0.60 for 4o mini. You can switch back to 4o mini using llm models default gpt-4o-mini, or switch to GPT-5…
...and a solution to fix Claude bills.
View the official memo here. China has consistently signaled a willingness to engage on global AI governance since at least 2017. This memo compiles key statements from the Chinese government and prominent figures demonstrating their desire to coordinate on the problem of AI. At the 2026 World AI Forum, Chinese President Xi Jinping warned that […] The post Promising Signals on AI Governance from China appeared first on Machine Intelligence Research Institute.
The writing assignments I give my students are gym tasks, not work tasks. I ask them to write policy memos not because the world needs more policy memos. I assign them because the very act of writing, which includes thinking and outlining and drafting and editing, making and criticizing and revising arguments, will help develop the critical thinking skills they will need in their future careers. And without this constant mental exercise, those skills will atrophy. Employers are already…
Release: llm-chat-completions-server 0.1a0 A key goal of the new content-addressable logs in LLM 0.32rc1 was being able to support OpenAI Chat Completion style requests where each incoming message extends the previous conversation, like this: curl http://localhost:8002/v1/chat/completions \ -H 'Content-Type: application/json' \ -d '{ "model": "qwen3.5-4b", "messages": [ {"role": "user", "content": "Capital of France?"}, {"role": "assistant", "content": "Paris."}, {"role": "user", "content":…
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