Graph Engineering Clearly Explained!
Covered with best practices from the industry.
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AI Demands More Engineering Discipline, Not Less
The following article originally appeared on Charity Majors’s Substack and is being reposted here with the author’s permission. A few days back I wrote a piece called “AI enthusiasts are in a race against time, AI skeptics are in a race against entropy.” I have notes on a whole pile of AI-related topics that I’d […]
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The AI Industry Is Betting on Open Weights
The AI Industry Is Betting on Open Weights
NVIDIA CEO Jensen Huang, who had long stayed off social media, posted on X for the first time on July 24. His debut was not a product launch or a GPU teaser. It was a policy letter, with one argument: Washington should not restrict open weight AI. Microsoft CEO Satya Nadella wrote on LinkedIn that open-weight models are "essential to a healthy AI ecosystem." The letter, Open Weights and American AI Leadership, launched with 25 signatures and now carries 50, a roster that runs from NVIDIA,…
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An Inside Look at the Relay Market Powering Token Resellers and Fraud
An Inside Look at the Relay Market Powering Token Resellers and Fraud
An Inside Look at the Relay Market Powering Token Resellers and Fraud Fascinating investigation by Matt Lenhard into the market that has grown up around reselling LLM tokens at a discount by pooling API keys from various sources. This looks to be mostly a thing in China. Resellers sell access to an LLM proxy that offers significant discounts on regular API pricing, which they achieve by abusing free trials, proxying through unprotected support bots, or sometimes through stolen credit cards or…
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Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction
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A Week of Symfony #1021 (July 20–26, 2026)
A Week of Symfony #1021 (July 20–26, 2026)
This week, Symfony development activity was very intense and focused mostly on bug fixes. In addition, we added support for the upcoming Twig 4.0 version and fixed some issues related to changes in the upcoming PHP 8.6 version. Lastly, we published the first…
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sqlite-utils 3.39.1
sqlite-utils 3.39.1
Release: sqlite-utils 3.39.1 I back-ported a fix for table.delete_where() that shipped in version 4. Tags: sqlite-utils
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Ruff v0.16.0
Ruff v0.16.0
Ruff v0.16.0 Astral shipped a significant new version of their Ruff Python linting tool a few days ago on July 23rd. I noticed today because my various CI jobs all started failing thanks to new default Ruff checks and my unpinned "ruff" dev dependency. From Brent Westbrook's announcement post: Ruff now enables 413 rules by default, up from 59 in previous versions. Since Ruff's default rule set was last modified in v0.1.0, the number of rules in Ruff has grown from 708 to 968. Many of these…
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Building an order fulfilment workflow in Laravel
Building an order fulfilment workflow in Laravel
Steve King builds a real order fulfilment flow to show how a workflow engine handles long-running processes in Laravel. The post covers steps, signals, retries, branching, human approval, compensation, and the surrounding tooling in one practical example. Read more
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A Card Counter Mindset
Summertime and the living is easy…or so they say. July has us fully immersed in the summer season, which is proving to be a hot one for most. Making it the perfect time to find a cool spot in the shade (or air conditioning) and read the July issue. Let’s get started with a preview […] The post A Card Counter Mindset appeared first on PHP Architect.
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Quoting Boris Cherny
Quoting Boris Cherny
More than any of these eval scores, what is most exciting to me is something else: Opus 5 is our least prompt injectable model yet. It is a bit buried in the system card, but across PI evals and red teaming, Opus 5 is very hard to prompt inject successfully. — Boris Cherny, here's that System Card section, page 73 Tags: prompt-injection, anthropic, claude, generative-ai, ai, llms, boris-cherny
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Introducing Claude Opus 5
Introducing Claude Opus 5
Introducing Claude Opus 5 I've been offline kayaking with sea otters for much of today so I haven't had a chance to put Anthropic's new model Claude Opus 5 through its paces yet. The buzz is positive, and Anthropic's description of it as a "thoughtful and proactive model that comes close to the frontier intelligence of Claude Fable 5 at half the price" sounds promising. It's currently leading the Artificial Analysis leaderboard, in front of even Fable 5. It's priced the same as Opus 4.8, and…
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11 LLM Evaluation Methods
Must-know for AI engineers (explained visually).
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Stranded in the Slow Zone
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 […]
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The Economics of Agentic AI: Engineering for Imperfection
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 […]
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