11 LLM Evaluation Methods
Must-know for AI engineers (explained visually).
Must-know for AI engineers (explained visually).
Gene Kim was grilling dinner for his family on the evening of June 12 when his phone told him that Fable 5 was no longer available. He’d heard the day before from Steve Yegge that the model was going away in 10 days, and he’d spent that first day starting on a plan to get […]
The price of adoption euphoria You played entirely by the book. You procured the most capable enterprise models, mandated adoption across your teams, and put the right metrics in place. The promise was a predictable boost in efficiency. And at first, it delivered. The demos were flawless. The prototypes worked. The agents reasoned with a […]
A website at corepack[.]org is impersonating Corepack, the Node.js tool for managing package managers, and using that identity to push malware to developers who land on the page looking for a download. The site has existed in some form since early 2026 as a low-quality, apparently AI-generated imitation, but it recently started serving executable downloads. Socket's Threat Research team analyzed the site and confirmed it as a developer-targeted phishing and impersonation operation that drops an…
Mattias walks through moving an AI coding setup off a laptop and onto a private VPS. He covers Tailscale, tmux, a browser-based editor, and the small tweaks that make a remote setup practical from any device. Read more
A live, zoomable ER diagram of your Laravel app's actual database schema, safe to run in production because it only ever reads structure, never rows. Read more
Mark your calendars! The global Symfony community is heading to Warsaw (Poland) on November 26-27, 2026, for SymfonyCon Warsaw 2026. 🎤 Speaker announcements Joining us in Warsaw is Rob Allen, Software Consultant at Nineteen Feet Limited. He will…
🎙️ PHP Podcast – July 23, 2026 Hosts: Joe Ferguson, Sara Golemon, and Holly Schilling Eric got ousted from his own show (no pants required), Holly’s elephants are lost somewhere in the U.S., and the crew talks SIMD, PHP 8.6 feature freeze, and whether AI can actually create. Also, socks. 🩳 A Show Without Pants: […] The post The PHP Podcast 2026.07.23 appeared first on PHP Architect.
The first known runaway AI agent - or a very bad marketing stunt? Martin Alderson's commentary on the OpenAI accidental cyberattack against Hugging Face includes a couple of details I hadn't considered. First, Hugging Face offers a truly rich target if you're trying to find potential vulnerabilities that require executing arbitrary code: Hugging Face has an enormous attack surface. They have more interfaces than I can count which run untrusted models and code. While they definitely have…
“Help! There are too many [LLM bug reports, blog posts about LLM bug reports, books, treatises, codices, scrolls, papyri, cuneiform tablets]! How do I choose which to read?” —Many people, presumably Stop there! If you are reading this, ask yourself how you got here. Did Substack’s algorithm recommend this article for you? Did a juicy […]
The first expensive agent run doesn’t look like a governance problem. It looks like a billing problem. A team opens its first agent invoice after the meter turns on, sorts the runs by cost, and finds one that cost 40 times the median. The provider meter shows tokens and a total. The application logs say […]
The Python Package Index (PyPI) now rejects new files being uploaded to releases that are older than 14 days. This restriction was put in place to prevent old and long-stable releases from being poisoned in case publishing tokens or workflows of PyPI projects were compromised. As far as we are aware this has not yet been abused, but there is no technical reason beyond that attackers weren't aware it was possible. — Seth Larson, PyPI blog Tags: packaging, python, supply-chain, pypi,…
I genuinely believe that if you took an open weights model from 2025 and built a pentest harness for it, it could do this kind of sandbox escape and scan/hack in most networks. This is only surprising because you assume OpenAI has sounder sandboxes. — Thomas Ptacek, doesn't think this even needs a frontier model Tags: thomas-ptacek, openai, security, generative-ai, ai-security-research, ai, llms, sandboxing
In this episode, Scott talks with James Cole, creator of Firefly III, an open source personal finance manager. James explains why he built Firefly III after graduating college with student debt, how the rule engine automates transaction categorization, importing bank data with CSV files and third-party connectors like enable banking and GoCardless, and how […] The post Community Corner Podcast: Firefly III with James Cole appeared first on PHP Architect.
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