... that rewrites translations to fit a column budget a fixed cap, the source's width, or a tolerance band so translated copy doesn't overflow notifications, buttons, or tight layouts. context field on localization requests. An optional payload-level hint (product surface, audience, purpose) that the LLM reads alongside the input. Complements the per-key hints

... panel  Auth  screen and sign in when prompted. Sign out  on shared machines. The UI should return to auth instead of a stale guest layout (see our welcome-back doc). Some  local data  (hints, training progress) may remain until you clear browser storage. Note:  Exact guest allowances can change with product policy. Trust the  in-product message  you see at that moment over any static summary. Doc:  https://kahana.io/docs/guest-vs-... Related ... ... /docs/welcome-back-after-sign-out  |  https://kahana.io/docs/chat-hist... Questions we would love your take on: Try before sign-up How much should guests get without an account before it feels like a crippled demo? Sign-in prompts When should Oasis block vs

... want  more page width  and only need the assistant on demand. How to switch:  Use the  layout toggle  in the  assistant header  (when your build shows it), or follow in-product hints. If something glitches:  A swap can occasionally fall back to a legacy hide/show path. Toggle once more.  Reduced motion  OS settings may change transition animation, but you should still end in the layout you picked ... ... kahana.io/docs/oasis-toolbar-pill  |  https://kahana.io/docs/assistant... Questions we would love your take on: Default layout Should Oasis open  docked  or  floating  for new users? When you switch What tasks push you to overlay vs

... detail enter on a PR row Files changed f File diff enter on a file row Contextual title bar at every depth: the breadcrumb extends one segment per level ( PRs / owner/repo#NN / Files / path/to/file) and the visible key hints narrow to what actually works there. You never see f inspect while already inside the inspect surface. Free hint

... they compare in practice? The @Kilo Code team just ran both models through three coding tasks to see if the benchmark numbers hold up. They created three TypeScript codebases, each model received the same prompt with no hints, and they scored each model independently after all tests were complete. Key takeaways Both models found all bugs and security vulnerabilities. Claude Opus 4.6 produced more thorough fixes and 2x more tests. MiniMax M2.7 delivered 90% of the quality ... ... cost ($0.27 total vs

... Pick the correct answer from several options. True/False: Decide whether a statement is true or false. Fill in the Blank: Complete a sentence by selecting the missing word or phrase. Short Answer: Type the answer from memory with no hints. AI is not analyzing this answer right now; it's a match-based system. This will evolve in the future. Matching: Connect related items by drawing pairs. Ordering: Arrange items in the correct sequence. Flashcard: Flip a card and rate ... ... quiz settings When generating a set of questions, there are a lot more options to customize the actual quiz: Difficulty level: easy, medium, hard, or mixed. Include explanations: so you get a bit more context on the answer. Include hints

... feel like a scholar discovering lost knowledge. Shieldy Protector of Progress Gives you a safety net: a few mistakes per lesson won t cost lives. Learn fearlessly, experiment freely, keep your streak alive. Hacker Master of Tricks Activate extra hints like cheat codes. Learn faster, smarter, and find creative ways to solve challenges. Expy Growth Accelerator Earn 3 XP on advanced content. Blaze through levels, unlock rare rewards, and dominate the leaderboard. Streaker Momentum Keeper Freeze your streak when life ... ... gets busy. Consistency matters Streakers never lose their rhythm. Prime The Legendary Class (Subscription) All perks unlocked. Infinite lives. Double XP. Unlimited hints

... experience. All your settings, automations, and connections can be adjusted via the web app, which is simple and quite well designed. The little touch of the background changing depending on the time of day is nice and gives a hint to the kind of details the team behind Poke, The Interaction Company of California, keep in mind while building. Features & Performance Poke s real power lies in its proactive automations and integrations. Here are some I have set: Daily ... ... proactive messaging, ability to adapt to your needs, and long-term context make it feel a bit more than another GPT. Just like a human would, it even suggests relevant actions and adapts as your needs evolve. Comparisons & Alternatives

... built Nutralyze, a mobile app that suggests healthier or more suitable alternatives the moment you type the food (and amount) you want to skip e.g., 150g fries get swaps with a quick rationale. How it works Enter the food + amount you d like to avoid. AI returns contextual alternatives

... could finish my thought, Copilot would offer to generate the entire function for me. Often, it was correct or at least a decent starting point. I wasn t typing those lines; I was just guiding the AI with hints and prompts. Essentially, I was coding by vibe focusing on the high-level idea and trusting the AI to fill in the blanks. By early 2023, many of us had adopted this habit. We would describe what we wanted in natural ... ... vibe coding to a controversial extreme: he built an AI assistant specifically to help people cheat in coding job interviews . Yes, you read that right. He created an invisible desktop app that would feed him real-time answers and hints

... that AI progress must be owned by a few massive companies. This raises a bigger question: Are we heading toward a more collaborative and open AI ecosystem, or will the big players always dominate the narrative? Mistral s approach hints at a future where competition sparks creativity, but also where transparency and open research might unlock new breakthroughs faster. For builders and researchers alike, this is both exciting and a bit daunting. What do you think? Is the next wave ...

... beautifully. But functionally. And that already puts it ahead of 99% of ideas sitting in people s heads . Next up? Let me break down exactly what I built, the tools I used, and where I spent those 3 hours (hint: not writing docs). Let s go. I Didn t Reinvent the Wheel. I Just Made It Actually Roll. Here s the idea: Stream audiobooks. Like Spotify. But without the mess. Or the paywalls. That s it. No downloads. No weird ... ... tell you where the real time went during those 3 hours and what slowed me down way more than code ever did. Spoiler: it s not what you think. Let s go What Took Me the Longest (Hint