... than fake a number. Proof against your actual code (via a Docker provisioner) works end-to-end but isn't in the default flow yet. Want to kick the tires? Small apps some with a real bug planted, no hints you point your AI agent at to see if it catches it. ~20 min, no accounts or keys. https://github.com/fetchsandbox/... I want the "this didn't work" reports as much as the wins. Ask me anything. Comment from ... ... Nagulapalle(@rnagulapalle): @omri_ben_shoham1  it's me, personally .. I read what the adversarial model surfaces and decide what is a real class vs

... going to talk about the "longevity" trend. I'm talking about simple, practical hints that can make your life and work a little better. Here are a few things that have improved my daily routine as a social media manager (sedentary work): No electronics first thing in the morning otherwise, I'll end up spending the next two hours scrolling Reels, checking emails, reading articles, and getting distracted. A 15 30 minute walk in the morning to get some sunlight ... ... sphinx pose to give my back a break. Working on a laptop instead of my phone constantly staring at a tiny screen isn't doing my eyes any favours, it is better to have a big screen. Alternating

... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs Local Agent Harness Another important decision is where the agent capability should come from. One option is to build the entire reasoning layer yourself: call an LLM API directly, manage prompts, retries, tool calls, screenshots, JSON parsing, and safety rules. That ... ... gives maximum control, but it also means the test harness becomes an AI platform project. The alternative

... 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

... Skill marketplace surfaces per-plugin risk labels. Improvements Composer attachments: Upload-first flow with per-file status (queued/uploading/ready/failed), 50 MB video uploads, correct serverId/conversationId on every upload. Improvements Windows / Linux parity: Platform-aware default hotkeys, modifier labels, voice shortcut hints, and smart-pause process detection. Dedicated Windows tray icon. Improvements Coach quota visibility: Live progress bar in Settings Usage and the sidebar usage popover. Pre-flight gating stops the session cleanly on STT 429. Improvements Coaching settings ... ... side-panel pattern we already use for file previews so it doesn't add a new UI primitive. Probably the very next thing on the roadmap. Two quick questions if you've got a sec: 1. Per-message receipt 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

... runs on-device. Minimal permissions requested; enumerated at onboarding. Signed releases and checksums. Opt-in telemetry only, and never without explicit consent. Roadmap highlights : CLI/headless mode for automation and servers. Tighter package-manager integrations and safe reinstallation hints. Opt-in community labeling to improve classifier recall. Try it out : Try it : cleanmylinux.com/ Github : github.com/Better-Linux/CleanMyLinux Thanks for checking us out, I d love to hear what you think, what surprised you about your scan, and what you d want automated/safe-by ... ... default vs

... everyone I built a browser-based word puzzle game with a competitive twist. You can play solo or challenge others in real-time 1v1 matches speed and accuracy matter. It also includes streaks, achievements, and optional hints. Would really appreciate any feedback What should I improve next? https://wordlyplay.com ...

... Turns out Claude Code is basically a multi-step prompt orchestration system, not some mysterious black box Includes things like: layered prompt pipelines ( prompt sandwich ) fake tools to prevent model distillation simple frustration detection (regex for rage prompts ) Even hints at future features like background agents and persistent memory systems What s interesting is this: It kind of confirms that the real product layer in AI isn t just the model it s everything wrapped around it. Which raises ...

... 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

... your default IDE for review. You can also right click on files to insert the file path directly instead of typing the file name each time. Session menus: You can rename your session and group them for easy visual hints. This is the first time I've built in Rust so feel free to roast me! https://codirigent.dev ...

... 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

... targeting the wrong crowd? 2. Instant turn-offs Demo link in the main post what jumps out as "nope!" UI? Missing integrations? 3. Must-have feature If I could ship ONE improvement in the next sprint (route AI hints, better carrier APIs, mobile driver app, etc.), what would make you actually sign up? No sugarcoating needed honesty helps me iterate fast. Already tracking sign-ups from PH, so if you poke around the demo ( https://maxia388.bubbleapps.io/v ... ), drop what ...

... past, my thoughts were often stuck in small, daily things like: Is there any drama on Facebook today? Did anyone like my story? Did my crush drop any hints? Is anyone asking me out today? Does my best friend have new stories to tell me? Looking back, I can t help but laugh at myself. None of these thoughts really helped me grow, yet they always gave me that emotional, butterfly-in-the-stomach feeling. Everything started to change when ... ... title is a thing I m willing to wear and carry in order to build something new, to unlock the potential in this company, the product, the team. When I think about myself in non-founder roles vs

... This update focuses on polish, speed, and making the Pinned Window actually useful for day-to-day work. Improvements Faster copy screenshot performance Improved license checker Mini shortcut hints shown on the startup screen Pinned Window improvements (big one ) Pinned Window Enhancements The entire pinned window is now draggable Window ratio follows the displayed image ratio Zoom In / Out resizes the whole window Copy button added directly on the pinned window Pinned window stays always on top (macOS & Windows ...

... pressure, follow-ups, and failure points . Some features I m excited about: Interviewer Personality Simulator Practice against different interviewer styles: The Skeptic (challenges every assumption) The Silent Type (minimal feedback, awkward pauses) The Friendly Mentor (guides you with hints) The Time-Cruncher (rushes you) The Deep-Diver ( why? until the cracks show) Answer Quality Debt Score Your system design answer is analysed like a production design review: Reliability debt Performance bottlenecks Scalability & security gaps Post-Interview Debrief AI After ... ... Spaced repetition so concepts actually stick Why I m posting here This is still evolving, and I m building it for engineers like us . I d love honest feedback on: Would this help your interview prep? What feels overkill vs

... lives. PDF search: Search within PDF documents with highlights applied to matching text. UI/UX Improvements Unified styling: Comprehensive design pass standardizing buttons, borders, spacing, shadows, and colors across the entire app. Tag autocomplete: Enhanced with better filtering, visual hints for "create new" and "enter to add," keyboard navigation, and inline nested tag support. Mobile chat input: Chat input stays fixed at the bottom on mobile, never scrolling out of view. Mobile toolbar blur button: One-tap button to dismiss keyboard ...

... Syllabus Analysis tools extract assignments and deadlines directly from your documents. Your calendar literally builds itself. Context-Aware AI Tutoring: Most AI tools are generic. Ours is different. By uploading your specific course materials, the AI Tutor provides guidance, hints, and study guides tailored to your professor s requirements. Data-Driven Success: Our Advanced Analytics dashboard doesn t just show you what you ve done; it shows you where you re going. Track your GPA progression in real-time ...

... throws curveballs like funding dries up mirrors 2025's AI bubble bursts. Real hack: Build a 6-month runway buffer and diversify income (e.g., side gigs or open-source contribs). What's your go-to buffer strategy? Balance Morale vs. Metrics : Fire too many, and "employee revolt" tanks you. In reality, transparent comms during cuts can retain top talent think town halls or equity top-ups. But is "quiet firing" ever justified? Spill your thoughts. Leverage Automation Before Humans : Game ... ... hints

... trying to bring this lost ability back. The app generates questions and short prompts, makes you doubt, or encourages you - it works like a gym for your brain. Why does this work? When several different characters start giving you hints, you subconsciously try to connect what they're saying. This process is almost invisible, but it activates critical thinking. When the app generates 20-30 short phrases, you'll feel like you came up with a new idea yourself. That ...

... roll out two extra features designed to help you start your day with intention, act and reflect: Task Manager to keep track of your daily todos and prioritise them Daily Goals Visual Indicator to provide you with visual hints as you make progress through your day. Set one intention, complete one task, reflect once a day to complete the full set. Over the next couple of weeks we have some big announcements to come. Stay tuned! In the meantime, what ...

... holidays, we ve added a special Christmas theme to bring seasonal cheer to your word puzzles! Key Features: Festive Christmas theme enjoy cozy visuals and snowflakes Daily semantic word challenges guess the secret word using similarity scoring Only 2 hints per day makes the game competitive and strategic Leaderboard & stats track your streaks and compete globally Fast and mobile-friendly play anywhere, anytime Why it s fun: It s a brain-teasing challenge for word game lovers with ...

... 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