The apparatus, not the artifact
The apparatus, not the artifact
A follow-up to "Treat Agent Output Like Compiler Output" — addressing the responses, why determinism isn't the point, and what static analysis actually buys you.
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Granite 4.1 3B SVG Pelican Gallery
Granite 4.1 3B SVG Pelican Gallery
Granite 4.1 3B SVG Pelican Gallery IBM released their Granite 4.1 family of LLMs a few days ago. They're Apache 2.0 licensed and come in 3B, 8B and 30B sizes. Granite 4.1 LLMs: How They’re Built by Granite team member Yousaf Shah describes the training process in detail. Unsloth released the unsloth/granite-4.1-3b-GGUF collection of GGUF encoded quantized variants of the 3B model - 21 different model files ranging in size from 1.2GB to 6.34GB. All 21 of those Unsloth files add up to 51.3GB,…
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Quoting Andy Masley
Quoting Andy Masley
[...] Between 2000 and 2024, farmers sold in total a Colorado-sized chunk of land all on their own, 77 times all land on data center property in 2028, and grew more food than ever on what was left. None of this caused any problems for US food access. And then, in the middle of all this, a farmer in Loudoun County sells a few acres of mediocre hay field to a hyperscaler for ten times its agricultural value, and the response is that we’re running out of farmland. — Andy Masley, pushing back…
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April 2026 newsletter
April 2026 newsletter
I just sent out the April edition of my sponsors-only monthly newsletter. If you are a sponsor (or if you start a sponsorship now) you can access it here. In this month's newsletter: Opus 4.7 and GPT-5.5, both with price increases Claude Mythos and LLM security research ChatGPT Images 2.0 More model releases Other highlights from my blog What I'm using, April 2026 edition Here's a copy of the March newsletter as a preview of what you'll get. Pay $10/month to stay a month ahead of the free copy!…
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5 Practical Defenses for Prompt Injection in LLMs
...explained visually, with usage.
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Housing Roundup #15: The War Against Renters
So many are under the strange belief that there is something terrible about not owning the house in which you live.
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pnpm 11 Adds Supply Chain Protection Defaults for Minimum Release Age and Exotic Subdependencies
pnpm 11 has been released with new supply chain protections in place, making safer install behavior the default while still allowing teams to override those settings. The release sets Minimum Release Age to 24 hours by default, blocks exotic subdependencies by default, and introduces a new Allow Builds model for controlling dependency build scripts. pnpm 11 arrived as the JavaScript, Python, and PHP ecosystems were responding to Mini Shai-Hulud, a fresh supply chain campaign that compromised…
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TRE Python binding — ReDoS robustness demo
TRE Python binding — ReDoS robustness demo
Research: TRE Python binding — ReDoS robustness demo If it's good enough for antirez to add to Redis I figured Ville Laurikari's TRE regular expression engine was worth exploring in a little more detail. I had Claude Code build an experimental Python binding (it used ctypes) and try some malicious regular expression attacks against the library. TRE handles those much better than Python's standard library implementation, thanks mainly to the lack of support for backtracking. Tags: security,…
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Redis Array Playground
Redis Array Playground
Tool: Redis Array Playground Salvatore Sanfilippo submitted a PR adding a new data type - arrays - to Redis. The new commands are ARCOUNT, ARDEL, ARDELRANGE, ARGET, ARGETRANGE, ARGREP, ARINFO, ARINSERT, ARLASTITEMS, ARLEN, ARMGET, ARMSET, ARNEXT, AROP, ARRING, ARSCAN, ARSEEK, ARSET. The implementation is currently available in a branch, so I had Claude Code for web build this interactive playground for trying out the new commands in a WASM-compiled build of a subset of Redis running in the…
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Splitting Laravel Boost guidelines across multiple files
Splitting Laravel Boost guidelines across multiple files
Laravel Boost only reads a single core.blade.php per package, so extra sibling files get silently dropped. Here is the minimal pattern for splitting your guidelines into organized partials using a Blade view namespace. Read more
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Import AI 455: AI systems are about to start building themselves.
The first step towards recursive self improvement
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How AI Swarms Are Disrupting Democracy
How AI Swarms Are Disrupting Democracy
Every day, millions of pieces of fake content are produced. Videos, audio clips, posts, articles, generated by artificial intelligence, distributed at industrial scale, aimed at shifting public opinion across entire countries. The people producing them are often outside the country being targeted. The people receiving them almost never know they’re fake. And they have no […]
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★ Searching multiple columns with one URL parameter in laravel-query-builder
★ Searching multiple columns with one URL parameter in laravel-query-builder
We just released v7.3.0 of laravel-query-builder, which adds a new way to group multiple filters under a single URL parameter. Before getting into the new feature, let me show you how the basics work, so the new bit makes sense in context. The basics Here's a typical setup in a controller: use Spatie\QueryBuilder\AllowedFilter; use Spatie\QueryBuilder\QueryBuilder; $users = QueryBuilder::for(User::class) ->allowedFilters( AllowedFilter::partial('name'), AllowedFilter::exact('status'), )…
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