... your API usage). No gating basic features behind paywalls. free gets unlimited chat, smart context management, verified skills, Telegram, Slack. Same features as paid, just with usage limits. "What's actually different on paid then?" More tasks (unlimited vs 500). Longer memory (permanent vs

... about the things they didn't check.But I'd go further than just flagging what wasn't checked. I'd want it to default to naming its own confidence level per claim, something like "ran the tests, they passed" versus "assumed this worked based on the diff, didn't actually re-run anything." Comment from Neeraj H(@terranicgerald): @francois_marais_nz  That's a subtle one, and kind of a nasty class of bug because nothing actually throws ... ... agent that crashes, but the one that's fluent and wrong. A crash you catch in a second; a plausible wrong number you ship to a stakeholder. It changed my workflow the same way yours did I stopped trusting fluency

... semicolon does or doesn't do in JavaScript if you paid me. What I do have is six weeks of pattern-matching on what makes the agent go sideways, which turns out to be its own kind of fluency just not one that shows up on a whiteboard interview. Comment from Bradely Charlesbois(@bradely_charlesbois): never finished an app without a laptop, so this caught my attention. For me, your story highlights determination over tools. Comment from Christian (@actuallydone): @roopesh ...

... agent execution to agent management. The tools that win may not be the ones building better agents, but the ones helping humans supervise dozens of them effectively. Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... there! Excited to launch the P9 AI Fluency Index! One of the big challenges for many founders right now is to get their organizations fully "AI-pilled". We wanted to create a tool that that helps founders and CEOs benchmark their company's AI fluency

... what I wished existed. Took it to a Women in Product hackathon 6 weeks ago, the idea won, and I've spent the time since actually shipping it. It's called AI Decoded. Live at aidecoded.info Basics : 7-question fluency quiz tells you where you are (AI Tourist to AI Fluent), then 5 cards a day with a definition + example + workflow tip you can use tomorrow. Two tracks rn PM and Explorer (for everyone else). Things I'd genuinely love ...

... video, no psychometrics, no facial analysis. Designed for NYC LL 144, CA FEHA, IL HRA, and India DPDPA. Beyond hiring VibeLevel Practice (mock assessments + LinkedIn-ready AI skill badges) VibeLevel Teams (measure and level up your workforce's AI fluency) VibeLevel Campus (university AI competitions where top performers surface directly to companies). If you're a hiring manager who can't tell who actually builds with AI vs

... years alone when someone who just started last month might be more focused and know way more than someone who's been dabbling for five years. The real shift is that now we can actually see who produces results versus who just talks about their experience, and that's probably going to make hiring and promotions much more merit-based than they've ever been. Comment from Edward G(@edward_g): @voizematic  I think you've captured this perfectly ... ... time it takes to produce an output but it doesn't collapse the time it takes to develop judgment about which output is actually right. I taught at university level for over a decade and watched students confuse fluency

... watching people use it, I keep seeing the same pattern: a well-timed meme can de-escalate tension, create belonging, and communicate nuance faster than plain text. My current nerdy theory is that memes work because they combine: Cognitive fluency your brain processes familiar visual formats super fast Emotional labeling meme = this is how I feel, without awkward overexplaining Social signaling we share context/culture, which builds trust quickly Benign violation it s wrong enough to be funny, safe enough ...

... Even if they're not particularly sociable. But I know it's hard especially when it comes to languages. There's not enough time. And too many things to do. So I'm building Oliver. The first AI English fluency trainer for people who work in business tech. And that's the main reason I've just signed up. If this sounds cool, or just want to connect to bounce ideas off each other or work together, drop ...

... language apps stop at multiple-choice quizzes, leaving serious students in the dark. Our solution? An AI engine that not only grades your exam simulation but tells you exactly which sentence needs correcting in your Writing and where your fluency breaks down in your Speaking . Question for the community: Do you agree that the lack of personalized, deep diagnostics is why so many language apps fail to get users certified? What's the one thing your language app needs ...

... working with ChatGPT or Gemini, where I can learn the rules, do some exercises, and practice pronunciation. It s really useful. Comment from Priyanka Gosai(@priyanka_gosai1): I ve had a similar experience, Duolingo helped with vocabulary, but not fluency. What worked better for me was combining technology with real-world practice. I used LingQ for immersive reading/listening (real articles + audio), and HelloTalk to actually talk to native speakers, that changed everything. Also, writing short journal entries daily and getting ... ... other people in the language. Comment from Luis Calvillo(@luiscalvillo): @busmark_w_nika Spanish when I learned to speak, then English when I went to school. Now im the opposite, 100% fluent in English, Spanish probably 70% - 80% fluency

... Gemini is optimized for speed and efficiency, not deep reasoning. So even with the most comprehensive prompt, it will still struggle when the task requires complex reasoning. Comment from Marcello Cultrera(@marcello_cultrera1): @jason_gelsomino  Generative fluency with structural awareness; models that don t just vibe with the prompt, but scaffold meaning across time, modality and intent. That s the frontier I m quite excited about and something we're building at canvaseight.io Comment from Ahmad(@ahmad63): Love this ... ... complexity for LLMs? Or is it more about model capability itself? Comment from Ahmad(@ahmad63): @jason_gelsomino   @marcello_cultrera1  Beautifully said semantic scaffolding is exactly it. You can feel when a model has structure beneath the surface versus

... ability to inspire and lead technical teams. Others argue that with the right tools and vision, a strong operator can build great things regardless of tech background. Curious what others think, What s the right level of technical fluency for today s founders? Comment from Ayush(@ideatbd): @busmark_w_nika  I was thinking about Jobs while writing this post. I recently came across something that used Apple as an example of how many successful companies pair a visionary founder ...

... everyone! I'm Hamza Abualkhair from Egypt, founder & CEO of Lothgha App the first Arabic-language AI-powered speech therapy platform helping people overcome articulation and fluency disorders. I started Lothgha out of personal experience and a passion for making speech therapy more accessible, especially for adults in underserved regions. Our app now supports over 74,000 users across 84 countries, and we ve proudly won 7+ social impact awards, including from Huawei, the Anzisha Prize, and the Islamic ...

... training mode while it chats. ARC Core uses LoRA adapters plus elastic-weight-consolidation to update weights on the fly, then sleeps every N turns to consolidate memories. Key numbers on Tiny-Dolphin-8B (30 evaluation rounds): 37 % perplexity (fluency) 54 % median latency +8 % coherence score It is one pip install metisos-arc-core Github Repo: https://github.com/metisos/arc_c... Apache 2.0 License license, no server dependence. Full benchmarks, code in the README. Feedback welcome ...

... nobody can surprise you later) Breathing techniques and non-verbal communication once I interviewed a voice coach for Slovak Forbes and she advised the following techniques/practices: practice non-verbal communication (upright posture) adequate eye contact making grimaces (e.g., alternately pursing your lips and smiling broadly) to activate the jaw muscles imitating different sounds yawning is a great help because it stretches the muscles in the throat the larynx is lower than in the starting position and relaxes. Comment from Nika ... ... with ease. To practice, I often rehearse multiple times in a quiet space where I won t be interrupted. I also record myself to assess my performance and identify areas for improvement. This way, I can continuously enhance my fluency

... challenge? Collaborate with AI?) Is vibe coding a new skill category or just a shortcut? Would traditional engineers embrace vibe coders as peers, or view them as outsiders? Is technology becoming less about technical mastery and more about creative fluency? What new thinking muscles will the next generation of builders need to develop? The future is unfolding fast and it s about to get wildly more creative . Comment from Parth Ahir(@parth_ahir): @appsforhumans  I really like your take ...

... powered app that could help with: Random 1-on-1 audio chats so you can practice speaking with real people. AI-driven mock interviews that analyze your resume and ask job-related questions. Real-time feedback on pronunciation, fluency, and confidence. I d love to know: Do you struggle with this? What s your biggest challenge while speaking English? If an AI tool could help, what feature would you want most? I m not selling anything, just trying ...

... language with your voice. This is a cool idea! Is there something out there that does this? Comment from Leeann Trang(@leeanntrang): @willemvdeijkel I echo similar sentiments to what others have mentioned around popular tools focusing more on memorization vs contextualized learning. I love your approach. I agree that the biggest challenge is that these existing solutions aren't able to tailor each individual s learning pathway based on their goals and learning style and preferences (which for people ... ... like me, differ for each language I'm learning). There are a couple different buckets I see: 1. Tourist / Casual Beginner Someone with little to no long-term goal of fluency

... Comment from Dimitar Amski(@dimitar_amski1): Chillpen Club - Netflix for books & writers. Comment from Mountaga Diallo(@mountaga_diallo): Clean webpage to document @Page2Doc Comment from Husam(@husamad): Subzii - Turn Events into Income Comment from Sharif Amlani(@sharif_amlani): Fluency - Autonomous data analysis www.surveyfluency.com Comment from Luca Dinardo(@outofthecourt): Out of the court - The first Fantasy Padel Game Comment from Glebs Medvedevs(@chockslam): Turn probability into determinism with @VibeShield Comment from George Tsirogiannis(@georgetsirogiannis): 16Core Character Mapper: Visualize your story ...