... Proud to say that I finished Dalexor MI- an ecosystem of semi-autonomous layers designed to capture, synthesize, and recall project intelligence with zero manual overhead. It is a very ambitious project, that act as neural bridge between IDE's, making AI's job much easier, making the context memory much more better, and it's not just contextual memory, but more than 9 tools that make the AI's searching easier. It's my crown jewel, my most ambitious

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... Product Hunt I m excited to share what we ve been building at ArchtSoft a platform focused on reducing architectural ambiguity as systems grow and evolve. Modern architecture breaks not because of bad tech, but because decisions, context, and change history get lost . ArchtSoft tackles that head-on. Architecture Version Control (with visual diff & change logs) Architecture evolves constantly, but tracking what changed and why is painful. With ArchtSoft: Every architectural change is versioned Versions can be visually compared ... ... shouldn t stop at diagrams. ArchtSoft can generate: Complete project scaffolding Clean folder structures Boilerplate aligned with your architecture Download everything as a ZIP and start building immediately. We re just getting started. Our goal is simple: reduce architectural ambiguity

... make abuse uneconomical . Multilingual Support Isn t Just Translation We added multilingual support early, but the real challenge wasn t language it was clarity . Error messages, permission prompts, and confirmations needed to: Be understandable Be explicit Avoid legal ambiguity Especially for: Camera access (QR scanning) Notifications Location permissions Ambiguous

... words. The marathon runner learns 10 words daily for 100 days. Never feels heroic. Just shows up. Result? They own 900+ words permanently. Here's the truth most vocabulary apps won't tell you: Your brain doesn't reward ambition. It rewards repetition over time. When you learn 100 words daily for 10 days: Severe cognitive overload Minimal spaced repetition cycles Burnout kills the habit Most words never make it to long-term memory When you learn 10 words daily ...

... more creative deals Someone without those words keeps making the same offer in different packages 3. How you evaluate trade-offs Rich vocabulary = you can hold multiple competing values simultaneously Limited vocabulary = you collapse complexity into binary thinking Pragmatism vs idealism. Short-term vs

... vibe coder like many others here. I mainly use ChatGPT, Claude, and Gemini. Recently,Grok released a new model. But Grok has always been kind of ambiguous for me. Not that its performance is ambiguous

... more familiar for people. State school and institutes formed such an educational experience for most people on the planet. A pivot towards selling any content at all didn't help the startup because there were already many strong competitors there (e.g., Patreon). It was painful because I was counting on the success of this project the most and even, together with my partner, paid two developers who helped us build the product. My financial resources were reset again ... ... willing to pay money or time to solve. Only do what you truly enjoy (meaning solving certain types of problems), so that you can stick with something for a long time despite the upcoming difficulties. If you have big ambitions

... more familiar for people. State school and institutes formed such an educational experience for most people on the planet. A pivot towards selling any content at all didn't help the startup because there were already many strong competitors there (e.g., Patreon). It was painful because I was counting on the success of this project the most and even, together with my partner, paid two developers who helped us build the product. My financial resources were reset again ... ... willing to pay money or time to solve. Only do what you truly enjoy (meaning solving certain types of problems), so that you can stick with something for a long time despite the upcoming difficulties. If you have big ambitions

... stars. The idea is simple: if you enjoy the environment, you ll enjoy the work. What makes YouFloww different Live Wallpapers: Replace dull backgrounds with motion. Paste any YouTube link and loop it seamlessly perfect for lofi beats, ambient vibes, or scenic videos. Immersive Ambience

... careful design and iterations, while an LLM working generatively can struggle to capture all of those interdependencies in a single pass. Comment from Sanskar Yadav(@sanskarix): A true complex problem for LLMs is anything with multi-step reasoning, ambiguity, or lots of context to manage (surely) They re great at repetitive tasks, but struggle when nuance, judgment, or deep logic are involved, even with agentic AI being integrated. Structured prompts help, but models can still get tripped up by messy ... ... real-world scenarios. 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

... genuinely enjoy being in, so you can get your best work done. Here s what makes YouFloww different: Live Wallpapers: Ditch static backgrounds. Paste any YouTube link and turn it into a seamless, looping wallpaper. Perfect for lofi beats, ambient scenery, or anything that gets you in the zone. Immersive Ambience

... hear that LinkedIn is starting to be cringe, becoming a second Facebook, but let s be honest: it s still a career platform. A little cringe, but it still is. On the other hand, Sam Altman introduced a new ambition OpenAI Jobs Platform an AI-powered hiring platform, expected to launch by mid-2026. Briefly: The platform will match businesses with employees, including small businesses and governments. OpenAI Academy will offer AI certifications, piloting in late 2025, aiming ... ... business I will always go the hybrid route. AI for bulk processing and efficiency but human for final decisions. For me, a new platform is always become a new stage for opportunities until it gets saturated or a new competitor

... doubled down and launched Intentive Life to build a service that makes staying consistent actually doable for people like me. I hired and trained more accountability partners, refined the program with experts, and opened it to more ambitious people with ADHD who deserve real support. If that's you, we'd love to help you reach your potential. More at: https://intentive.life ...

... equity in the company and, once we could afford to do so, took the same salary, too. Not doing so felt wrong on a human level because we were motivated by the idea of going on a fun, ambitious journey together. But it also felt illogical on a strategic level. Most startups fail because the cofounders break up more so than failing to find  product-market fit . (source = I made it up, but it s extremely common and often ... ... than worry about how this looks to everyone else. Our responsibilities internally are very clear. We feel we make better decisions like this, and our intrinsic instincts complement each other. For example, I tend to push up ambition

... that it will come back later. If I have an idea or a bigger thought pop up in my mind, I write it down in my notebook (actual notebook), and come back to it the next day. Comment from Ambika Vaish(@ambika

... fine but maybe we re also losing something important. So I m curious: Where do you draw the line between automation and authenticity? What s helped you stay human in a sea of AI-generated noise? Comment from Ambika Vaish(@ambika

... dashboard you pretend to check Some analytics report that gives you anxiety Or a productivity app that drains your will to live Let s normalise saying: Yeah, I don t get it. What s your tool confession? Comment from Ambika Vaish(@ambika

... known networks. 3) Use no-code or AI tools to build the MVP 4) Ship the MVP to the market for validation and feedback 5) Only if Step 4 works, invest time and money to build further. Comment from Ambika Vaish(@ambika

... designer. But I m finally done playing it safe. Ever tried building something with zero coding skills? What worked? What tripped you up? I m all ears. Maybe even an accountability buddy? Comment from Avni(@ambika_1): Love the energy and honesty here, Ambika

... negotiating offers or reading team dynamics). At HireXHub we use AI for screening (voice interviews + resume check) to save time, but humans make the final call. What do you think AI will never replace in hiring? #AIHiring Comment from Ambika Vaish(@ambika

... wondering: " How all this started?" Truth is, I ve always been a restless soul (or as we say in Spanish, culo inquieto ) once I ve learned everything in a role, I get bored. So I build. Not out of ambition, but out of a need to keep learning and growing. Quitting my last well-paid job to start something from scratch hasn t been the easiest, safest, or calmest path but honestly, I m grateful I chose to complicate ... ... harder, uncertain path. Comment from Nika(@busmark_w_nika): Feel you, Natalia :) The thing you mentioned is quite common among makers: "I ve learned everything in a role, I get bored. So I build. Not out of ambition

... community! I'm super excited to share LofiLab a digital sanctuary I built for anyone who wants to focus, relax, or simply vibe with beautiful ambient scenes and music. Built with Laravel + React + Tailwind Includes curated lofi playlists, ambient

... Ambika a few months into my role as an Assistant Marketing Associate at No Nirvana Digital, and loving the steep learning curve. Most of my time goes into writing content, doing SEO audits, and helping prep a launch for our first Chrome extension - a tool called PageX . It's been cool to see what goes into a product launch from the ground up, especially from the marketing side. I joined PH to learn from people who ve actually done this ...

... Udemy, for example, teaches pretty much everything. I personally do not regret the time and money I spent on my degree but looking back, I do believe I could've learned everything from Udemy too :D Comment from Ambika Vaish(@ambika