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I’ve been burned by AI coding assistants before. That time you trusted an LLM to refactor a 10k-line legacy codebase and it quietly introduced three new O(n²) algorithms. Or the rewrite that "simplified" business logic into something that failed silently on edge cases. So when Anthropic announced Fable 5.1 and Mythos 5.1 last week, I ignored the press release. Then I saw the benchmarks. Then I ran my own tests. Turns out these aren’t just incremental updates. The coding performance jump is real—like going from a bicycle to a motorcycle on long debugging sessions. And Mythos 5.1’s research capabilities are the first time I’ve seen a model actually contribute to scientific reasoning rather than just regurgitate papers. But the real question is whether any of this matters if we still don’t have reliable ways to measure how well these models actually generalize. Technical Overview The benchmarks don’t lie: Agentic codingTerminal-Bench 4.0 shows a clear upward trend w...

Convert images between PNG, JPEG, WebP, and AVIF with adjustable quality or compression — before/after sizes side by side, so you know exactly what you're getting. Everything runs in your browser; your images never leave your device. This free online image converter re-encodes files locally with the HTML Canvas API, so there is no upload and no server. How to Use 1. Upload or drag & drop one or more images (any source format). 2. Pick the target format — PNG, JPEG, WebP, or AVIF. 3. Dial the quality (for JPEG, WebP, AVIF) — PNG is lossless, so the slider does not apply. 4. Convert — all selected files render side-by-side with the new byte size. 5. Download the result (saved as . ) or Copy to the clipboard where the browser allows image copies. Example Load a 3.8 MB PNG screenshot, pick JPEG , and set quality to 85% . The tool re-encodes it in your browser and reports ~ 75% smaller — the sharpness is visually identical for web use. Switch the target to WebP an...

Korean Street Toast Breakfast Sandwich Total: 25 minutes | Serves: Makes 1 The first time I bit into Korean street toast, I was standing in a tiny Seoul market stall, watching the vendor effortlessly flip what looked like the fluffiest egg sandwich of my dreams. That golden-brown crust gave way to this incredible cloud-like omelet packed with sweet onions and cabbage, all tucked between soft, buttery bread with a slice of melty American cheese that tied everything together. Now, every time I crave that street-side magic, I make this Korean Street Toast Breakfast Sandwich right in my own kitchen. It's become one of those recipes that somehow manages to feel both indulgent and comforting—think fluffy scrambled eggs mixed with coleslaw mix and ham, all grilled to perfection in buttery Japanese milk bread. The best part? You don't need any fancy techniques, just good bread, a few simpl...

Google Play now blocks AnkiDroid from linking to its Open Collective donation page, cutting off the volunteer-maintained app's only funding stream. The error page says "There was an error while loading," but the real issue is more mundane and frustrating: Google's policy on country-specific distribution doesn't account for apps whose entire business model is "we accept donations, nothing else." I've been using AnkiDroid for years. It's the Android client for Anki, the spaced-repetition flashcard app that serious learners swear by. Unlike the desktop version or AnkiMobile, AnkiDroid is built entirely by volunteers — no company, no ads, no premium tiers. The Open Collective page isn't just a nice-to-have; it's how they pay for servers, development time, and basic maintenance. Remove that, and you're asking people to keep the lights on indefinitely for free. This isn't some startup pivoting to a new revenue model. It's a...

Pumpkin Ice Cream Prep: 10 mins | Cook: PT0S | Total: 6 hrs 15 mins | Serves: 5 c. | Cuisine: Thanksgiving Cuisine I still remember the first time I tasted Pumpkin Ice Cream at a little farm stand in Vermont. It was late October, the air smelled like wood smoke and maple syrup, and the deep orange scoop arrived on a sugar cone so crisp it sounded like autumn itself. The first bite surprised me—creamy as custard but with that spiced pumpkin warmth, the kind of flavor that tastes like Thanksgiving even when it’s July. I went back three times that afternoon just to watch the server scoop it. This homemade version is my love letter to that moment, scaled down so you can make it any time the craving hits. It starts with a full can of pumpkin puree, the kind that’s thick and sweet without added sugar, folded into a silky custard base made from whole milk and heavy cream. Just six egg yolks, a c...

Fastpotty is the kind of tool that makes you wonder why no one thought of it sooner. I first heard about it while watching a livestream where someone typed /fastpotty in Slack and suddenly had a working copy of their app deployed to a staging environment. No waiting for CI to finish, no digging through GitHub Actions logs—just a command that actually does what it says on the tin. The fact that I can still surprise myself with basic technology is either a good sign or a bad one. Technical Overview It's easy to spot AI-generated websites because they share a set of tell-tale design quirks: overused templates, overly smooth gradients, and a refusal to commit to any single visual identity. These patterns aren’t accidental—they’re artifacts of generative tools that prioritize speed over style, producing output that looks technically correct but aesthetically generic. The real problem isn’t that AI tools can’t generate good designs, but that they optimize for plausibility r...

Apple Fritters With Cinnamon Glaze Total: 45 minutes | Serves: 6 servings It’s the kind of treat that turns a simple afternoon into a mini celebration—warm, fragrant, and impossible to resist in just one bite. These apple fritters belong at the same table as your best-loved donuts, but with a tender crumb that stays soft long after they’ve cooled. The secret? Ricotta folded into the batter, which keeps them pillowy instead of cakey, while fresh nutmeg and cinnamon give every bite a cozy, fragrant lift. What makes these fritters special isn’t just their texture—it’s how effortlessly they come together. You’ll toss crisp Honeycrisp or Fuji apples into a light, egg-rich batter, then fry them until golden and crisp at the edges. A quick cinnamon glaze, made right in the same pan, clings to the surface just enough to add sweetness without weighing them down. The brown sugar in the batter caram...