Muse Spark 1.3 just dropped, and I’m not sure what to make of it. The team claims 3 is trained for agentic workflows—whatever that means in practice—and scrapes up to “competitive coding performance.” They’re shoving tool calling into the release notes like it’s not a years-old solved problem. Either this is a quiet turning point for smaller teams trying to ship faster, or just another model chasing the same benchmarks with a new name. Here’s what actually matters: developers who’ve played with it say first-attempt accuracy is meaningfully higher than the last release. That’s the real hook. But the rest—Llama Protections Overview, the Defenders Program, the 30-page developer guide—feels like someone overbuilt the onboarding before the product convinced anyone it’s worth the attention. Technical Overview Llama 3.2 11B fits in GPU memory on a single RTX 4090 if you use 4-bit quantization. That’s not a theoretical limit—it’s what you’d actually run into if you tried loading the...

Shokupan (Japanese milk bread) Prep: 40 mins | Cook: 35 mins | Total: 1 hrs 15 mins | Serves: Makes 1 loaf | Cuisine: Japanese Golden, pillow-soft slices of Shokupan are about to become your new favorite way to eat bread. This isn’t just any loaf—it’s the kind that melts on your tongue with a buttery richness, thanks to a little magic called yukone. That silky paste, made by cooking flour and water into a thick, glossy paste before folding it into the dough, is what gives Shokupan its signature cloud-like crumb. No fancy techniques or intimidating steps, just a straightforward method that rewards patience with something irresistibly light and tender. You’ll start with just a few key players: bread flour for structure, a whisper of sugar to balance the yeast, and whole milk for that subtle sweetness. The yukone itself calls for a small scoop of the flour—just 20g—but it’s the difference be...

Merge multiple PDF files into one document directly in your browser. Drag-and-drop files to reorder, merge, and download — no file ever leaves your device. How to Merge PDFs 1. Upload PDFs — click the upload zone or drag files onto it. Select multiple PDF files at once. 2. Reorder (optional) — drag files up or down to change the merge order. 3. Merge & Download — click "Merge PDFs" and download the combined file instantly. Why Use This? 100% in-browser — files never leave your device. No upload, no server, no trace. Reorder freely — drag-and-drop to arrange pages before merging. Unlimited use — no file size limits, no sign-up, no watermarks. Fast — merging happens locally on your machine. Example You have three PDFs: report-part1.pdf , appendix.pdf , summary.pdf . Upload all three, drag summary.pdf to position 2, click Merge PDFs — you get one combined document with the pages in your chosen order. Download it instantly. Also check out the live too...

Chiles Rellenos Prep: 10 mins | Cook: 50 mins | Total: 1 hrs | Serves: 4 serving(s) | Cuisine: Latin American Cuisine, Mexican Cuisine, South America Travel Cuisine, Chile Cuisine, American (US) Cuisine, Tex-Mex Cuisine, American Cuisine, Tex Mex Cuisine That first bite of a perfect chile relleno—crispy outside, creamy cheese inside, and just enough heat to make your lips tingle—only happens when the pepper’s skin stays intact through frying. Most of us assume the poblano’s thin membrane will split like overripe fruit, leaving the cheese to ooze into the oil and turn into a sad, greasy mess. Not tonight. This version keeps the peppers perfectly pliable by roasting them just until the skin blisters, then sealing them in a damp towel to steam cleanly. The real magic? A quick dip in beaten egg transforms the whole thing into a golden, crackly blanket that holds everything together. We’re not ...

Google just dropped two new models, 3.8 Flash and 3.8 Flash Cyber, and the latter might be the most interesting thing to happen in AI security this year. Not because it’s some flashy new architecture—it’s not—but because it’s the first time a mid-sized model has actually beat the big guns at finding software vulnerabilities. We’re talking CyberGym scores that outperform both 3.5 Flash Cyber and models twice its size. That’s not incremental improvement. That’s a real shift in what smaller, faster models can do. The base model, 3.8 Flash, is more of a refinement—same core intelligence, same agentic loops that keep refining its own work—but tuned for different deployment needs. The Cyber variant, though, is where things get weird. It’s not just another security tool bolted onto an existing model. It’s a model that’s been trained, and then tested, on real-world vulnerability discovery, and the results are surprising. Even the people who built it seem impressed. Technical Overview...

LWN just published a note asking readers to step up their donations. Not because they’re desperate—but because most of the online publication industry is bleeding, and LWN is still standing while others fold. That’s not hyperbole. Between AI scrapers cannibalizing content, ad revenue collapsing, and social platforms hoovering up audience attention, the news business has become a minefield. Yet here’s a publication that’s still running on reader support, still publishing deep technical analysis, still doing the kind of work that doesn’t chase virality. I don’t know how they’re managing that, and I’d love to understand it. Technical Overview The pay-per-query model is most clearly seen in bug bounty programs, where companies essentially rent security expertise by the hour. A hacker who reports a vulnerability gets paid per submission, and the rates vary wildly depending on who’s doing the work. For example, a single vulnerability submission might net a starving freelancer $6, ...

Butternut Squash Latte Prep: 5 mins | Cook: PT0S | Total: 10 mins | Serves: 1 serving(s) | Cuisine: Nut-Free Diet Cuisine, Nut Free Diet Cuisine Creamy, cozy, and just sweet enough to feel like a hug in a mug, the butternut squash latte is the drink that finally makes seasonal flavors feel effortless. Too often, warm spiced drinks rely on complicated spice blends or canned purees that leave you with a cloying aftertaste. Not this one. A few pantry staples—light brown sugar, freshly ground allspice, and a pinch of turmeric for that golden glow—transform simple espresso and store-bought squash purée into something that tastes like autumn in every sip. No roasting, no blending, no fuss. What I love most is how this latte captures the essence of fall without weighing you down. The milk gets lightly frothed with a cardamom pod tucked inside, infusing every pour with floral warmth. A splash of ...